From eb4878f05f9b4b60a71cf17829e32771cc674ddc Mon Sep 17 00:00:00 2001 From: llauraa23 Date: Mon, 4 Dec 2023 23:34:46 -0800 Subject: [PATCH 1/9] auto rater, sample data and prompt engineering --- example/autorate/auto-rater.ipynb | 4698 +++++++++++++++++++++ example/autorate/data/Chapter 5 Rome.docx | Bin 0 -> 1942873 bytes example/autorate/data/rome.txt | 497 +++ 3 files changed, 5195 insertions(+) create mode 100644 example/autorate/auto-rater.ipynb create mode 100644 example/autorate/data/Chapter 5 Rome.docx create mode 100644 example/autorate/data/rome.txt diff --git a/example/autorate/auto-rater.ipynb b/example/autorate/auto-rater.ipynb new file mode 100644 index 0000000..f0a64a4 --- /dev/null +++ b/example/autorate/auto-rater.ipynb @@ -0,0 +1,4698 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "8e97c809-9637-4bcc-b1bf-d970ef8758e4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: openai in /opt/conda/envs/pykoi/lib/python3.10/site-packages (0.27.8)\n", + "Requirement already satisfied: requests>=2.20 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from openai) (2.31.0)\n", + "Requirement already satisfied: tqdm in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from openai) (4.66.1)\n", + "Requirement already satisfied: aiohttp in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from openai) (3.8.6)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from requests>=2.20->openai) (3.3.1)\n", + "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from requests>=2.20->openai) (3.4)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from requests>=2.20->openai) (2.0.7)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from requests>=2.20->openai) (2023.7.22)\n", + "Requirement already satisfied: attrs>=17.3.0 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from aiohttp->openai) (23.1.0)\n", + "Requirement already satisfied: multidict<7.0,>=4.5 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from aiohttp->openai) (6.0.4)\n", + "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from aiohttp->openai) (4.0.3)\n", + "Requirement already satisfied: yarl<2.0,>=1.0 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from aiohttp->openai) (1.9.2)\n", + "Requirement already satisfied: frozenlist>=1.1.1 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from aiohttp->openai) (1.4.0)\n", + "Requirement already satisfied: aiosignal>=1.1.2 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from aiohttp->openai) (1.3.1)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Since the GPL-licensed package `unidecode` is not installed, using Python's `unicodedata` package which yields worse results.\n" + ] + } + ], + "source": [ + "! pip install openai\n", + "import dataclasses\n", + "import logging\n", + "import math\n", + "import ast\n", + "import re\n", + "import os\n", + "import io\n", + "import sys\n", + "import time\n", + "import json\n", + "import tqdm\n", + "import copy\n", + "import openai\n", + "import pandas as pd\n", + "\n", + "from typing import Optional, Sequence, Union\n", + "from cleantext import clean\n", + "import nltk\n", + "from nltk.corpus import stopwords\n", + "from nltk.stem import SnowballStemmer\n", + "from nltk.tokenize import word_tokenize\n", + "\n", + "# from openai import openai_object\n", + "openai.api_key = \"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\"" + ] + }, + { + "cell_type": "markdown", + "id": "ef295321-5c2d-44b4-92f1-202fb42a7f8c", + "metadata": {}, + "source": [ + "## Load data " + ] + }, + { + "cell_type": "markdown", + "id": "70cdc7e3-b93d-4ef9-ab0d-e4e218b1c75d", + "metadata": {}, + "source": [ + "#### Augmented Question and Answer pairs with row 0\\~R_AUG-1 augmented from Q0, row R_AUG\\~2*R_AUG-1 augmented from Q1... " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "2e76d16d-e586-48c0-8f07-d56a62560d27", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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_question_answer
0Can I initiate the green card process if my H-...Yes, the employer can initiate the green card ...
1If I have a masters in engineering management ...Yes, the employer can begin the green card pro...
2Do I have the option to initiate the green car...Yes, the employer can commence the green card ...
3What is the eligibility and process for portin...It is possible to upgrade from EB-3 to EB-2 as...
4What is the criteria for and the steps of port...It is possible to move up from EB-3 to EB-2 as...
.........
270Can my wife take advantage of EB2 processing w...There is no special status for OTs like there ...
271Does my wife's OT degree make her eligible for...OTs do not have the same privileges as physica...
272I have three years of work experience and am p...Yes, you can apply for an EB-2 green card once...
273I have been working in the IT field for three ...Yes, you can apply for an EB-2 green card when...
274I have three years of experience in the IT fie...Yes, you can apply for an EB-2 green card when...
\n", + "

275 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " _question \\\n", + "0 Can I initiate the green card process if my H-... \n", + "1 If I have a masters in engineering management ... \n", + "2 Do I have the option to initiate the green car... \n", + "3 What is the eligibility and process for portin... \n", + "4 What is the criteria for and the steps of port... \n", + ".. ... \n", + "270 Can my wife take advantage of EB2 processing w... \n", + "271 Does my wife's OT degree make her eligible for... \n", + "272 I have three years of work experience and am p... \n", + "273 I have been working in the IT field for three ... \n", + "274 I have three years of experience in the IT fie... \n", + "\n", + " _answer \n", + "0 Yes, the employer can initiate the green card ... \n", + "1 Yes, the employer can begin the green card pro... \n", + "2 Yes, the employer can commence the green card ... \n", + "3 It is possible to upgrade from EB-3 to EB-2 as... \n", + "4 It is possible to move up from EB-3 to EB-2 as... \n", + ".. ... \n", + "270 There is no special status for OTs like there ... \n", + "271 OTs do not have the same privileges as physica... \n", + "272 Yes, you can apply for an EB-2 green card once... \n", + "273 Yes, you can apply for an EB-2 green card when... \n", + "274 Yes, you can apply for an EB-2 green card when... \n", + "\n", + "[275 rows x 2 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# current_directory = os.getcwd()\n", + "qaa = pd.read_csv(\"data/raw_input/immigration_qa_augment.csv\", encoding = \"utf8\") # LLMs usually requires input text data with character encoding utf8\n", + "qaa" + ] + }, + { + "cell_type": "markdown", + "id": "d3072fec-9ebc-4e07-b2d1-0337a9c3c86c", + "metadata": {}, + "source": [ + "### Randomly select rows from the augmented qa pairs" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e1bcdf12-e7fa-4f17-bbb1-5b7118889572", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "R_AUG = 3 # each question and answer pair is augmented to R_AUG pairs\n", + "N_AUG_SEL = 90\n", + "idx_q_sel = np.random.choice(len(qaa) // R_AUG, N_AUG_SEL, replace=False) # Firt, randomly select N_AUG_SEL distinctive questions \n", + "idx_row_sel = np.random.choice(R_AUG, N_AUG_SEL, replace=True) + idx_q_sel # Second, randomly select an augmented qa pair for each selected question\n", + "\n", + "# alternativaly, randomly sample N_AUG_SEL directly from the augmented data.\n", + "# idx_q_sel = np.random.choice(len(qaa), N_AUG_SEL, replace=False) " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "dc65cc9e-9105-4663-8fca-93e74f2928ce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([65, 61, 72, 69, 54, 67, 78, 58, 29, 90, 70, 44, 83, 45, 14, 1, 80,\n", + " 40, 50, 0, 42, 86, 56, 28, 8, 89, 10, 35, 3, 53, 41, 81, 62, 18,\n", + " 74, 17, 60, 30, 63, 71, 7, 64, 76, 13, 73, 36, 32, 34, 85, 5, 15,\n", + " 4, 68, 77, 27, 31, 43, 66, 49, 22, 52, 47, 20, 39, 88, 87, 2, 12,\n", + " 6, 23, 9, 59, 75, 38, 24, 26, 84, 82, 21, 57, 33, 25, 37, 19, 51,\n", + " 48, 79, 46, 55, 16])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idx_q_sel\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "cf2d4e58-6136-4217-9800-87a2b907fa1d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([67, 62, 72, 71, 54, 68, 79, 60, 31, 92, 70, 45, 84, 47, 14, 3, 82,\n", + " 41, 51, 1, 43, 86, 57, 28, 8, 89, 10, 37, 5, 54, 42, 83, 64, 19,\n", + " 74, 18, 61, 32, 65, 73, 8, 64, 77, 14, 75, 38, 32, 35, 87, 6, 15,\n", + " 4, 69, 77, 27, 31, 45, 68, 50, 22, 52, 47, 21, 40, 89, 89, 4, 12,\n", + " 7, 24, 9, 61, 76, 40, 24, 26, 84, 84, 22, 57, 34, 25, 39, 20, 53,\n", + " 50, 79, 47, 57, 17])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idx_row_sel" + ] + }, + { + "cell_type": "markdown", + "id": "2c00dac5-3f06-488f-80db-c1b1910797c7", + "metadata": {}, + "source": [ + "### Create negative samples by giving unrelated answers to immigration" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "75916996-e39a-4acc-b60d-586d110a2558", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "3716b100-4ffa-4e61-bbaa-e72baca89e82", + "metadata": {}, + "source": [ + "### Creat negative dataset by shifting the answers in augmented data. So the answer is inaccurate but related to immigration." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "18fba436-e42a-4c8f-b381-0cc39109843d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "8ef6e4dc-424c-4c6d-b94b-73e32e318420", + "metadata": {}, + "source": [ + "### Load original question answer pairs" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2acbdd07-bf19-4c8c-926d-2888ea2023df", + "metadata": {}, + "outputs": [], + "source": [ + "qaa = pd.read_csv(\"data/raw_input/qd_immigration.csv\", encoding = \"utf8\")" + ] + }, + { + "cell_type": "markdown", + "id": "95c5b6dc-d862-41cb-88dc-82cead6a9d9b", + "metadata": {}, + "source": [ + "### prompt engineering that evaluate the correctness" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "06b1172c-0e7d-4551-8ba7-457581be2bb5", + "metadata": {}, + "outputs": [], + "source": [ + "prompt = \"\"\"you act as an expert evaluater who evaluate two answers to a question.\n", + "You'll be given a function grading_function which you'll call for each provided question and answer to submit your reasoning and score for the correctness, comprehensiveness and readability of the answer. \n", + "Please make sure you always call the function to submit result\n", + "\n", + "\n", + " Please act as an impartial judge and evaluate the quality of the provided answer which attempts to answer the provided question based on a provided context.\n", + "\n", + "You'll be given a function grading_function which you'll call for each provided context, question and answer to submit your reasoning and score for the correctness, comprehensiveness and readability of the answer. \n", + "Please make sure you always call the function to submit result\n", + "\n", + "\n", + " Below is your grading rubric: \n", + "\n", + "- Correctness: If the answer correctly answer the question, below are the details for different scores:\n", + " - Score 0: the answer is completely incorrect, doesn’t mention anything about the question or is completely contrary to the correct answer.\n", + " - Example: when asked “How to terminate a databricks cluster”, the answer is empty string, or content that’s completely irrelevant, or sorry I don’t know the answer.\n", + " - Score 0: the answer provides some relevance to the question and answer one aspect of the question correctly.\n", + " - Example:\n", + " - Question: How to terminate a databricks cluster\n", + " - Answer: Databricks cluster is a cloud-based computing environment that allows users to process big data and run distributed data processing tasks efficiently.\n", + " - Or answer: In the Databricks workspace, navigate to the \"Clusters\" tab. And then this is a hard question that I need to think more about it\n", + " - Score 1: the answer mostly answer the question but is missing or hallucinating on one critical aspect.\n", + " - Example:\n", + " - Question: How to terminate a databricks cluster”\n", + " - Answer: “In the Databricks workspace, navigate to the \"Clusters\" tab.\n", + " Find the cluster you want to terminate from the list of active clusters.\n", + " And then you’ll find a button to terminate all clusters at once”\n", + " - Score 1: the answer correctly answer the question and not missing any major aspect\n", + " - Example:\n", + " - Question: How to terminate a databricks cluster\n", + " - Answer: In the Databricks workspace, navigate to the \"Clusters\" tab.\n", + " Find the cluster you want to terminate from the list of active clusters.\n", + " Click on the down-arrow next to the cluster name to open the cluster details.\n", + " Click on the \"Terminate\" button. A confirmation dialog will appear. Click \"Terminate\" again to confirm the action.”\n", + "- Comprehensiveness: How comprehensive is the answer, does it fully answer all aspects of the question and provide comprehensive explanation and other necessary information. Below are the details for different scores:\n", + " - Score 0: typically if the answer is completely incorrect, then the comprehensiveness is also zero score.\n", + " - Score 0: if the answer is correct but too short to fully answer the question, then we can give score 1 for comprehensiveness.\n", + " - Example:\n", + " - Question: How to use databricks API to create a cluster?\n", + " - Answer: First, you will need a Databricks access token with the appropriate permissions. You can generate this token through the Databricks UI under the 'User Settings' option. And then (the rest is missing)\n", + " - Score 1: the answer is correct and roughly answer the main aspects of the question, but it’s missing description about details. Or is completely missing details about one minor aspect.\n", + " - Example:\n", + " - Question: How to use databricks API to create a cluster?\n", + " - Answer: You will need a Databricks access token with the appropriate permissions. Then you’ll need to set up the request URL, then you can make the HTTP Request. Then you can handle the request response.\n", + " - Example:\n", + " - Question: How to use databricks API to create a cluster?\n", + " - Answer: You will need a Databricks access token with the appropriate permissions. Then you’ll need to set up the request URL, then you can make the HTTP Request. Then you can handle the request response.\n", + " - Score 1: the answer is correct, and covers all the main aspects of the question\n", + "- Readability: How readable is the answer, does it have redundant information or incomplete information that hurts the readability of the answer.\n", + " - Score 0: the answer is completely unreadable, e.g. fully of symbols that’s hard to read; e.g. keeps repeating the words that it’s very hard to understand the meaning of the paragraph. No meaningful information can be extracted from the answer.\n", + " - Score 0: the answer is slightly readable, there are irrelevant symbols or repeated words, but it can roughly form a meaningful sentence that cover some aspects of the answer.\n", + " - Example:\n", + " - Question: How to use databricks API to create a cluster?\n", + " - Answer: You you you you you you will need a Databricks access token with the appropriate permissions. And then then you’ll need to set up the request URL, then you can make the HTTP Request. Then Then Then Then Then Then Then Then Then\n", + " - Score 1: the answer is correct and mostly readable, but there is one obvious piece that’s affecting the readability (mentioning of irrelevant pieces, repeated words)\n", + " - Example:\n", + " - Question: How to terminate a databricks cluster\n", + " - Answer: In the Databricks workspace, navigate to the \"Clusters\" tab.\n", + " Find the cluster you want to terminate from the list of active clusters.\n", + " Click on the down-arrow next to the cluster name to open the cluster details.\n", + " Click on the \"Terminate\" button…………………………………..\n", + " A confirmation dialog will appear. Click \"Terminate\" again to confirm the action.\n", + " - Score 1: the answer is correct and reader friendly, no obvious piece that affect readability.\n", + "\n", + "\n", + "\n", + "Provided question:\n", + "xxx\n", + "\"\"\"" + ] + }, + { + "cell_type": "markdown", + "id": "604c831b-de89-4fb7-854f-4845df3bade9", + "metadata": {}, + "source": [ + "### prompt engineering that evaluate the F1 score" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "42ed8430-01fe-4636-b475-4d68ec4035dd", + "metadata": {}, + "outputs": [], + "source": [ + "prompt = \"\"\"you act as an expert evaluater who evaluate two answers to a question. The evaluation is based on instruction following\n", + "You'll be given a function F1 score which you'll call to submit your score based on the F1 score. \n", + "Please make sure you always call the function to submit result. Your score should be an integer ranging 0 to 3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60271f90-b458-475e-a013-02331cae762a", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "target_df = pd.read_csv(\"pre_grade_datasets/pre_grade_doc_qa_mpt_30b_chat.csv\")\n", + "target_df = target_df.head(10)\n", + "\n", + "from databricks.labs.doc_qa.evaluators.templated_evaluator import OpenAIEvaluator, AnthropicEvaluator, ParameterDef, NoRetryPolicy\n", + "\n", + "output_parameters = [\n", + " ParameterDef(\"reasoning_for_correctness\", \"string\"),\n", + " ParameterDef(\"correctness\", \"number\", display_name=\"Score for correctness\"),\n", + " ParameterDef(\"reasoning_for_comprehensiveness\", \"string\"),\n", + " ParameterDef(\"comprehensiveness\", \"number\", display_name=\"Score for comprehensiveness\"),\n", + " ParameterDef(\"reasoning_for_readability\", \"string\"),\n", + " ParameterDef(\"readability\", \"number\", display_name=\"Score for readability\"),\n", + "]\n", + "\n", + "anthropic_claude_2_evaluator = AnthropicEvaluator(model='claude-2', temperature=0.1, \n", + " grading_prompt_tempate=anthropic_grading_prompt, input_columns=[\"question\", \"answer\", \"context\"], \n", + " output_parameters=output_parameters, retry_policy=retry_policy)\n", + "eval_result = anthropic_claude_2_evaluator.run_eval(dataset_df=target_df, concurrency=20, catch_error=catch_error)\n", + "result_df = eval_result.to_dataframe()\n", + "print(eval_result.summary())\n", + "result_df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c203777d-6a4b-412f-a39f-5fbe42cac15c", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "03831638-54f7-4091-b220-fd636f479eaa", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5c7298b5-96ff-4256-b886-12938938e8f3", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "02ed069e-128e-4b8f-99d0-c980f3ff1a4a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "6fb87057-8c10-478c-850b-1342b5cc3064", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "#### Check the number of missing values" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "e2377b09-ecfb-47af-ba20-d8914f19f732", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unnamed: 0 0\n", + "ID 0\n", + "Question 0\n", + "Answer 0\n", + "Vote Status 0\n", + "Timestamp 96\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "print(qaa.isna().sum())" + ] + }, + { + "cell_type": "markdown", + "id": "2d4cd094-ae42-48ad-8c5a-cb027babc38b", + "metadata": {}, + "source": [ + "## Data preprocessing" + ] + }, + { + "cell_type": "markdown", + "id": "a00b6aef-78ec-4fd6-919a-a2f24d97eb6a", + "metadata": {}, + "source": [ + "#### Stop words removal and stemming (Optional)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "dcebd404-ead1-4fb5-adb9-1970c8a0268b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package punkt to /home/ubuntu/nltk_data...\n", + "[nltk_data] Package punkt is already up-to-date!\n", + "[nltk_data] Downloading package stopwords to /home/ubuntu/nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" + ] + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nltk.download('punkt')\n", + "nltk.download('stopwords')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5c51d2fc-125b-4041-82f1-1e58196fcd82", + "metadata": {}, + "outputs": [], + "source": [ + "stop = stopwords.words('english')\n", + "# These words are important for the problem. Exclude them from the stop words.\n", + "excluding = ['against', 'not', 'don', \"don't\",'ain', 'aren', \"aren't\", 'couldn', \"couldn't\",\n", + " 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", \n", + " 'haven', \"haven't\", 'isn', \"isn't\", 'mightn', \"mightn't\", 'mustn', \"mustn't\",\n", + " 'needn', \"needn't\",'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \n", + " \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n", + "# New stop word list\n", + "stop_words = [word for word in stop if word not in excluding]\n", + "\n", + "snow = SnowballStemmer('english')\n", + "\n", + "def process_text(texts): \n", + " final_text_list=[]\n", + " for sent in texts:\n", + " \n", + " # Check if the sentence is a missing value\n", + " if isinstance(sent, str) == False:\n", + " sent = \"\"\n", + " \n", + " filtered_sentence=[]\n", + " \n", + " sent = sent.lower() # Lowercase \n", + " sent = sent.strip() # Remove leading/trailing whitespace\n", + " sent = re.sub('\\s+', ' ', sent) # Remove extra space and tabs\n", + " sent = re.compile('<.*?>').sub('', sent) # Remove HTML tags/markups:\n", + "\n", + " for w in word_tokenize(sent):\n", + " # We are applying some custom filtering here, feel free to try different things\n", + " # Check if it is not numeric and its length>2 and not in stop words\n", + " if(not w.isnumeric()) and (len(w)>2) and (w not in stop_words): \n", + " # Stem and add to filtered list\n", + " filtered_sentence.append(snow.stem(w))\n", + " final_string = \" \".join(filtered_sentence) #final string of cleaned words\n", + " \n", + " final_text_list.append(final_string)\n", + " \n", + " return final_text_list\n", + "\n", + "stop_stem=False\n", + "if stop_stem:\n", + " question_l_raw, answer_l_raw = qaa[\"Question\"].to_list(), qaa[\"Answer\"].to_list()\n", + " qaa[\"Question\"] = process_text(question_l_raw)\n", + " qaa[\"Answer\"] = process_text(answer_l_raw)" + ] + }, + { + "cell_type": "markdown", + "id": "e72db19d-b1dc-4869-9ae1-dd24c2474525", + "metadata": {}, + "source": [ + "#### Personal Identification Information (PII) removal and other preprocessing using cleantext" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3390bf56-1a0b-4b29-ac64-fa88f8b62416", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: clean-text in /opt/conda/envs/pykoi/lib/python3.10/site-packages (0.6.0)\n", + "Requirement already satisfied: emoji<2.0.0,>=1.0.0 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from clean-text) (1.7.0)\n", + "Requirement already satisfied: ftfy<7.0,>=6.0 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from clean-text) (6.1.1)\n", + "Requirement already satisfied: wcwidth>=0.2.5 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from ftfy<7.0,>=6.0->clean-text) (0.2.8)\n" + ] + } + ], + "source": [ + "! pip install clean-text\n", + "f_clean = lambda qaa_pair_raw : clean(qaa_pair_raw,\n", + " fix_unicode=True, # fix various unicode errors\n", + " to_ascii=True, # transliterate to closest ASCII representation\n", + " lower=True, # lowercase text\n", + " no_line_breaks=False, # fully strip line breaks as opposed to only normalizing them\n", + " no_urls=False, # replace all URLs with a special token\n", + " no_emails=False, # replace all email addresses with a special token\n", + " no_phone_numbers=False, # replace all phone numbers with a special token\n", + " no_numbers=False, # replace all numbers with a special token\n", + " no_digits=False, # replace all digits with a special token\n", + " no_currency_symbols=False, # replace all currency symbols with a special token\n", + " no_punct=False, # remove punctuations\n", + " replace_with_punct=\"\", # instead of removing punctuations you may replace them\n", + " replace_with_url=\"\",\n", + " replace_with_email=\"\",\n", + " replace_with_phone_number=\"\",\n", + " replace_with_number=\"\",\n", + " replace_with_digit=\"0\",\n", + " replace_with_currency_symbol=\"\",\n", + " lang=\"en\" # set to 'de' for German special handling\n", + ")\n", + "#import pdb; pdb.set_trace()\n", + "question_l_raw = qaa[\"Question\"].to_list()\n", + "question_l = [f_clean(p) for p in question_l_raw]\n", + "\n", + "answer_l_raw = qaa[\"Answer\"].to_list()\n", + "answer_l = [f_clean(p) for p in answer_l_raw]\n", + "\n", + "\n", + "qaa[\"Question\"] = question_l\n", + "qaa[\"Answer\"] = answer_l\n" + ] + }, + { + "cell_type": "markdown", + "id": "0a48d15f-0698-41c0-b26a-58d650ddf8fc", + "metadata": {}, + "source": [ + "#### Dataset customized clenaup" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "59344b41-74e7-41ae-aea9-e1c915149193", + "metadata": {}, + "outputs": [], + "source": [ + "answer_l_raw = qaa[\"Answer\"].to_list()\n", + "qaa[\"Answer\"] = [re.compile(r'<.*?>|More\\.\\.\\.', flags=re.IGNORECASE).sub('', p) for p in answer_l_raw] # Remove HTML tags/markups: " + ] + }, + { + "cell_type": "markdown", + "id": "0d478a24-2a09-4725-9a25-1692f8f7e0d5", + "metadata": {}, + "source": [ + "#### Data structure conversion" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "7b64e1ff-b6da-45c4-af28-99ec5badcc95", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "96\n", + "[{'Question': 'h-1b to eb-2 process . i would like to know if i have an advanced degree (masters engineering management) and my employer filed my h-1b and if the lottery is picked can i initiate the green card process? i also heard that there is a minimum salary cap for eb-2 advanced degree.', 'Answer': 'the employer can start the green card process at any time, even before you join. to see the salary figures by county and profession, you can review this link -https://www.flcdatacenter.com/'}, {'Question': 'eligibility for and the process of eb-3 to eb-2 porting . can you talk about this upgrade process from eb3 to eb2 for pending i-485? does it need another i-485 application or just a letter to uscis?', 'Answer': \"you can always go up and you can always go down as long as your perm was filed as an eb-2. if you filed your prm as an eb-3 then you're not going to be able to upgrade to eb-2. but if your perm was filed as an eb-2 you can downgrade i-140 eb-3. you can go back upgrade toeb-2if you already have aneb-2approval. you can file a downgrade second case aseb-3with the sameperm.faq in detail...\"}, {'Question': 'how can i qualify for eb-1c/international managers or executives . i was in usa on h1b for 11 yrs until august 2019 as senior software engineer and moved/transferred to canada on september 2019 as software development manager, managing 5 direct reports plus 4 second level reports with the same company in usa and canada. and now promoted as director, software development projects support and maintenance, before completing one year as manager. have i-140 approved and priority date is 2012 july.
1.what is my success rate of getting l1a
2. also need to re-apply my green card in eb1c, do i need to be in usa or when i am in canada my company can apply for this. and upon eb1c i-140 approval can i get l1a and move to usa
3. is this the correct time to apply eb1c in the next couple of months when 1 year completes or should i wait for visa ban to complete.', 'Answer': \"1. please discuss your job description that is intended in the foreign country outside usa with your lawyers. make sure you plan for it from day one because if you try to plan for it a year down the line you won't succeed.\"}, {'Question': \"downgrading from eb-2 to eb-3 . my wife and i are currently on ead's since feb 2012 when the dates became current for our priority date and we were able to apply for the i-485. she is the primary applicant and i am the dependent on her application. since 2012 the ead/ap card is being renewed every 2 years. with the eb3 category now going ahead of eb2 does it make sense for her to downgrade to eb3 - apply for i-140 under eb3. i believe it takes 6 months for approval so we would essentially be doing this preemptively in anticipation of our date becoming current under eb3 in 6+ months.\", 'Answer': 'i see no problem applying for eb-3 and then using whichever one is faster when the time comes.'}, {'Question': \"how to get h-1b approved for three years, not shorter duration . 1. i got my h1b approved for a period of one year only and expires on oct 27th, 2019. i work through a consultancy. any precautions i can take in the future which can help me getting the h1b approved for 3 years in the upcoming h1b extension after oct 27th, 2019.
2. any particular documents needed for getting the h1b approved for 3 years?
3. if i go for stamping, do i need to be careful with social media at the port of entry? any tips or recommendations you can give with reference to social media during port of entry?
4. my eb2 priority date is feb 4th, 2015 and i'm planning to marry a girl who is a nepal citizen and she's on opt right now. can i move my priority date to eb2 nepal category after marriage? if yes, what would be my next steps - how soon can i file for i-485 interview?\", 'Answer': '1. typically the only way you can get three year extension is if you can prove that the project will go on for three years.'}, {'Question': 'options to stay in the usa after expiration of h-1b . 1. i am currently in h1-b more than 10 years in the usa and i have approved i-140 priority date mar 2011 - eb2. my current employment is getting over in 3 weeks. and my current h1-b and i-94 expires in mid-august 2019. my question is if i am not able to find another job within my h1-b and i-94 expires on mid august 2019. what are the options available for me to legally stay in the usa after my h1-b and i-94 expires? i have own house. is there an exceptional case we can file gc ead?
2. without a job how many days i can stay in usa before my i-94 expires using i-140?', 'Answer': \"1. i don't think you would get the tourist visa or tourist status but you can apply for it.\"}, {'Question': 'downgrading a case from eb-2 to eb-3 for priority date advantage . i am with my current employer since 2008. my gc is filled in eb2 with aug-2010 priority date. only i-140 is approved so far.
1) can my employer file me under eb-3 concurrently without affecting my existing eb-2 filling?
2) if yes then what is the procedure for that? do i have to do my labor and i-140 once again?', 'Answer': '1. your eb-2 does not get affected. you can file eb-3/i-140 and i believe you can file a i-485 also if your dates are current.'}, {'Question': 'eb-2 approved - applying for eb-3 . i applied for eb3 in 2011 and port to eb2, now eb3 dates are moving forward and if it reach to my priority date am i still eligible for eb3 as i initially applied for or do i need to downgrade to eb3. will there be any questions raised?', 'Answer': 'this is mostly a question of procedure and policy. the uscis has been indicating that if you have only one i-140 approved under eb-2 but you want to file under eb-3 you have to file another i-140 using the copy of the same labor certification - perm application and get an eb-3 approval first.'}, {'Question': \"not worked for green card sponsoring company fraud implication for naturalization/citizenship . in summary,
* i worked for the same company from 2004 to 2014 (2004 - 2011 in us on h1b, and 2011-2014 in india)
* but, after green card, i did not work for the company in us.
* i don't have even a single paycheck from us company after receiving gc.
* since then, i have been working in a job with same job description that my gc was filed for.
* all other history is clean. i have two us born children, always paid taxes on time, no legal cases.
i heard from reliable sources that under current circumstances, my case will be marked as fraud and there is a 99% chance that they will revoke my gc and deport me, as i didn't stay with the employer that sponsored my gc.
questions
* should i be really concerned?
* what are my options?
* i have the option of going back to the same employer now. does that help?
* if my wife applies for naturalization instead of me, is that going to be any different?\", 'Answer': \"this is a difficult situation. i would argue that this is fine because once you went and got the green card you took the job and you are just working for the company's operations outside the usa temporarily. so i think it's going to be a touch and go, but that is what i would argue. you definitely need to take a lawyer with you.\"}, {'Question': 'how can i downgrade from eb-2 to eb-3 and consequences . i have i-140 approved in eb2, priority date is 2010. when date become current for eb3, i want to downgrade from eb2 to eb3 (i know i have to only refile i-140 and i-485 concurrent). what will happen if uscis denied newly filed i-140 (eb3)? can i-485 also denied? if newly filed i-140 (eb3) denied, can i used my previously approved i-140 (eb2)?', 'Answer': \"if we have an eb-2 approved i-140 we apply for an eb-3 approval on the same form or you can file eb-3 i-140 and i-485 concurrently if the dates are current. if you file a i-485 that is prematurely filed when the priority date of eb-2 is not current, if eb-3 is denied on which basis you had filed the i-485 then the i-485 will also be denied. i would want your lawyers to review your case very carefully. make sure that you don't have any other issues. if the second eb-3 filing gets denied it should not have any impact on the already approved i-140 unless the second filing reveals some problem with the case that was not addressed earlier.\"}]\n" + ] + } + ], + "source": [ + "qaa_list = qaa[[\"Question\", \"Answer\"]].to_dict('records')\n", + "print(len(qaa_list))\n", + "print(qaa_list[:10])" + ] + }, + { + "cell_type": "markdown", + "id": "2b415e10-e725-4183-bf92-73b8fe0488d4", + "metadata": {}, + "source": [ + "### Prompt Engineering" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7848e9a4-22e4-4e90-8ef6-09d634de1b33", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "294\n" + ] + } + ], + "source": [ + "prompts= \"\"\"Paraphrase the below question and answer pair in 3 different ways.\n", + "Try not to repeat the verb for each pair to maximize diversity.\n", + "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", + "Seperate each pair with \"######\" rather than commas.\n", + "\"\"\"\n", + "print(len(prompts))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "36ada685-4c31-4356-99f9-1f82bf3f17cf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "len(qaa_list_encoded): 96\n", + "Paraphrase the below question and answer pair in 3 different ways.\n", + "Try not to repeat the verb for each pair to maximize diversity.\n", + "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", + "Seperate each pair with \"######\" rather than commas.\n", + "\n", + "######\n", + "{\"_question\": \"h-1b to eb-2 process . i would like to know if i have an advanced degree (masters engineering management) and my employer filed my h-1b and if the lottery is picked can i initiate the green card process? i also heard that there is a minimum salary cap for eb-2 advanced degree.\",\n", + "\"_answer\": \"the employer can start the green card process at any time, even before you join. to see the salary figures by county and profession, you can review this link -https://www.flcdatacenter.com/\"}\n", + "\n", + "\n", + "Paraphrase the below question and answer pair in 3 different ways.\n", + "Try not to repeat the verb for each pair to maximize diversity.\n", + "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", + "Seperate each pair with \"######\" rather than commas.\n", + "\n", + "######\n", + "{\"_question\": \"eligibility for and the process of eb-3 to eb-2 porting . can you talk about this upgrade process from eb3 to eb2 for pending i-485? does it need another i-485 application or just a letter to uscis?\",\n", + "\"_answer\": \"you can always go up and you can always go down as long as your perm was filed as an eb-2. if you filed your prm as an eb-3 then you're not going to be able to upgrade to eb-2. but if your perm was filed as an eb-2 you can downgrade i-140 eb-3. you can go back upgrade toeb-2if you already have aneb-2approval. you can file a downgrade second case aseb-3with the sameperm.faq in detail...\"}\n", + "\n", + "\n", + "Paraphrase the below question and answer pair in 3 different ways.\n", + "Try not to repeat the verb for each pair to maximize diversity.\n", + "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", + "Seperate each pair with \"######\" rather than commas.\n", + "\n", + "######\n", + "{\"_question\": \"how can i qualify for eb-1c/international managers or executives . i was in usa on h1b for 11 yrs until august 2019 as senior software engineer and moved/transferred to canada on september 2019 as software development manager, managing 5 direct reports plus 4 second level reports with the same company in usa and canada. and now promoted as director, software development projects support and maintenance, before completing one year as manager. have i-140 approved and priority date is 2012 july.
1.what is my success rate of getting l1a
2. also need to re-apply my green card in eb1c, do i need to be in usa or when i am in canada my company can apply for this. and upon eb1c i-140 approval can i get l1a and move to usa
3. is this the correct time to apply eb1c in the next couple of months when 1 year completes or should i wait for visa ban to complete.\",\n", + "\"_answer\": \"1. please discuss your job description that is intended in the foreign country outside usa with your lawyers. make sure you plan for it from day one because if you try to plan for it a year down the line you won't succeed.\"}\n", + "\n", + "\n", + "Paraphrase the below question and answer pair in 3 different ways.\n", + "Try not to repeat the verb for each pair to maximize diversity.\n", + "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", + "Seperate each pair with \"######\" rather than commas.\n", + "\n", + "######\n", + "{\"_question\": \"downgrading from eb-2 to eb-3 . my wife and i are currently on ead's since feb 2012 when the dates became current for our priority date and we were able to apply for the i-485. she is the primary applicant and i am the dependent on her application. since 2012 the ead/ap card is being renewed every 2 years. with the eb3 category now going ahead of eb2 does it make sense for her to downgrade to eb3 - apply for i-140 under eb3. i believe it takes 6 months for approval so we would essentially be doing this preemptively in anticipation of our date becoming current under eb3 in 6+ months.\",\n", + "\"_answer\": \"i see no problem applying for eb-3 and then using whichever one is faster when the time comes.\"}\n", + "\n", + "\n", + "Paraphrase the below question and answer pair in 3 different ways.\n", + "Try not to repeat the verb for each pair to maximize diversity.\n", + "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", + "Seperate each pair with \"######\" rather than commas.\n", + "\n", + "######\n", + "{\"_question\": \"how to get h-1b approved for three years, not shorter duration . 1. i got my h1b approved for a period of one year only and expires on oct 27th, 2019. i work through a consultancy. any precautions i can take in the future which can help me getting the h1b approved for 3 years in the upcoming h1b extension after oct 27th, 2019.
2. any particular documents needed for getting the h1b approved for 3 years?
3. if i go for stamping, do i need to be careful with social media at the port of entry? any tips or recommendations you can give with reference to social media during port of entry?
4. my eb2 priority date is feb 4th, 2015 and i'm planning to marry a girl who is a nepal citizen and she's on opt right now. can i move my priority date to eb2 nepal category after marriage? if yes, what would be my next steps - how soon can i file for i-485 interview?\",\n", + "\"_answer\": \"1. typically the only way you can get three year extension is if you can prove that the project will go on for three years.\"}\n", + "\n", + "\n", + "Paraphrase the below question and answer pair in 3 different ways.\n", + "Try not to repeat the verb for each pair to maximize diversity.\n", + "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", + "Seperate each pair with \"######\" rather than commas.\n", + "\n", + "######\n", + "{\"_question\": \"options to stay in the usa after expiration of h-1b . 1. i am currently in h1-b more than 10 years in the usa and i have approved i-140 priority date mar 2011 - eb2. my current employment is getting over in 3 weeks. and my current h1-b and i-94 expires in mid-august 2019. my question is if i am not able to find another job within my h1-b and i-94 expires on mid august 2019. what are the options available for me to legally stay in the usa after my h1-b and i-94 expires? i have own house. is there an exceptional case we can file gc ead?
2. without a job how many days i can stay in usa before my i-94 expires using i-140?\",\n", + "\"_answer\": \"1. i don't think you would get the tourist visa or tourist status but you can apply for it.\"}\n", + "\n", + "\n", + "Paraphrase the below question and answer pair in 3 different ways.\n", + "Try not to repeat the verb for each pair to maximize diversity.\n", + "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", + "Seperate each pair with \"######\" rather than commas.\n", + "\n", + "######\n", + "{\"_question\": \"downgrading a case from eb-2 to eb-3 for priority date advantage . i am with my current employer since 2008. my gc is filled in eb2 with aug-2010 priority date. only i-140 is approved so far.
1) can my employer file me under eb-3 concurrently without affecting my existing eb-2 filling?
2) if yes then what is the procedure for that? do i have to do my labor and i-140 once again?\",\n", + "\"_answer\": \"1. your eb-2 does not get affected. you can file eb-3/i-140 and i believe you can file a i-485 also if your dates are current.\"}\n", + "\n", + "\n", + "Paraphrase the below question and answer pair in 3 different ways.\n", + "Try not to repeat the verb for each pair to maximize diversity.\n", + "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", + "Seperate each pair with \"######\" rather than commas.\n", + "\n", + "######\n", + "{\"_question\": \"eb-2 approved - applying for eb-3 . i applied for eb3 in 2011 and port to eb2, now eb3 dates are moving forward and if it reach to my priority date am i still eligible for eb3 as i initially applied for or do i need to downgrade to eb3. will there be any questions raised?\",\n", + "\"_answer\": \"this is mostly a question of procedure and policy. the uscis has been indicating that if you have only one i-140 approved under eb-2 but you want to file under eb-3 you have to file another i-140 using the copy of the same labor certification - perm application and get an eb-3 approval first.\"}\n", + "\n", + "\n", + "Paraphrase the below question and answer pair in 3 different ways.\n", + "Try not to repeat the verb for each pair to maximize diversity.\n", + "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", + "Seperate each pair with \"######\" rather than commas.\n", + "\n", + "######\n", + "{\"_question\": \"not worked for green card sponsoring company fraud implication for naturalization/citizenship . in summary,
* i worked for the same company from 2004 to 2014 (2004 - 2011 in us on h1b, and 2011-2014 in india)
* but, after green card, i did not work for the company in us.
* i don't have even a single paycheck from us company after receiving gc.
* since then, i have been working in a job with same job description that my gc was filed for.
* all other history is clean. i have two us born children, always paid taxes on time, no legal cases.
i heard from reliable sources that under current circumstances, my case will be marked as fraud and there is a 99% chance that they will revoke my gc and deport me, as i didn't stay with the employer that sponsored my gc.
questions
* should i be really concerned?
* what are my options?
* i have the option of going back to the same employer now. does that help?
* if my wife applies for naturalization instead of me, is that going to be any different?\",\n", + "\"_answer\": \"this is a difficult situation. i would argue that this is fine because once you went and got the green card you took the job and you are just working for the company's operations outside the usa temporarily. so i think it's going to be a touch and go, but that is what i would argue. you definitely need to take a lawyer with you.\"}\n", + "\n", + "\n", + "Paraphrase the below question and answer pair in 3 different ways.\n", + "Try not to repeat the verb for each pair to maximize diversity.\n", + "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", + "Seperate each pair with \"######\" rather than commas.\n", + "\n", + "######\n", + "{\"_question\": \"how can i downgrade from eb-2 to eb-3 and consequences . i have i-140 approved in eb2, priority date is 2010. when date become current for eb3, i want to downgrade from eb2 to eb3 (i know i have to only refile i-140 and i-485 concurrent). what will happen if uscis denied newly filed i-140 (eb3)? can i-485 also denied? if newly filed i-140 (eb3) denied, can i used my previously approved i-140 (eb2)?\",\n", + "\"_answer\": \"if we have an eb-2 approved i-140 we apply for an eb-3 approval on the same form or you can file eb-3 i-140 and i-485 concurrently if the dates are current. if you file a i-485 that is prematurely filed when the priority date of eb-2 is not current, if eb-3 is denied on which basis you had filed the i-485 then the i-485 will also be denied. i would want your lawyers to review your case very carefully. make sure that you don't have any other issues. if the second eb-3 filing gets denied it should not have any impact on the already approved i-140 unless the second filing reveals some problem with the case that was not addressed earlier.\"}\n", + "\n", + "\n" + ] + } + ], + "source": [ + "def encode_prompt_QA(prompts=prompts, QA_list=[]):\n", + " \"\"\"Encode multiple prompt instructions into a single string.\"\"\"\n", + " listof_prompt_QA = []\n", + " for idx, task_dict in enumerate(QA_list):\n", + " single_prompt_QA = prompts+\"\\n\"\n", + " (question, answer) = task_dict[\"Question\"], task_dict[\"Answer\"]\n", + " question = re.sub(r\"\\s+\", \" \", question).strip().rstrip(\":\")\n", + " answer = \"\" if answer.lower() == \"\" else answer\n", + " single_prompt_QA += f\"######\\n\"\n", + " single_prompt_QA += \"{\"\n", + " single_prompt_QA += f\"\\\"_question\\\": \\\"{question}\\\",\\n\"\n", + " single_prompt_QA += f\"\\\"_answer\\\": \\\"{answer}\\\"\"\n", + " single_prompt_QA += \"}\"\n", + " # single_prompt_QA += f\"###\\n\"\n", + " listof_prompt_QA.append(single_prompt_QA)\n", + " return listof_prompt_QA\n", + "\n", + "qaa_list_encoded = encode_prompt_QA(prompts, qaa_list)\n", + "print(\"len(qaa_list_encoded): \", len(qaa_list_encoded))\n", + "for id, qa in enumerate(qaa_list_encoded[:10]):\n", + " print(qa)\n", + " print(\"\\n\")" + ] + }, + { + "cell_type": "markdown", + "id": "011cb89e-9a46-41c4-90fc-1c28f021579f", + "metadata": {}, + "source": [ + "#### Generate synthetic data with low temparature" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "39e8c494-c5a1-41c3-9830-94903bdef3f5", + "metadata": {}, + "outputs": [], + "source": [ + "qaa_augmented_raw = []" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "898c89a3-9bc4-4f26-9057-5edb2ca59ac3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I initiate the green card process if my employer has filed my H-1B and it is selected in the lottery?\",\n", + "\"_answer\": \"Yes, the employer can initiate the green card process at any time, even before you join. To find out the salary figures by county and profession, you can review this link -https://www.flcdatacenter.com/\"}\n", + "\n", + "######\n", + "{\"_question\": \"If my employer has submitted my H-1B and it is picked in the lottery, can I start the green card process?\",\n", + "\"_answer\": \"Yes, the employer can begin the green card process at any point, even before you join. To view the salary figures by county and profession, you can check out this link -https://www.flcdatacenter.com/\"}\n", + "\n", + "######\n", + "{\"_question\": \"If my employer has filed my H-1B and it is chosen in the lottery, can I initiate the green card process?\",\n", + "\"_answer\": \"Yes, the employer can initiate the green card process at any time, even before you join. To find out the salary figures by county and profession, you can look at this link -https://www.flcdatacenter.com/\"} \n", + "\n", + "\n", + "\n", + "1 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the eligibility and process for porting from EB-3 to EB-2 for a pending I-485? Does it require a new I-485 application or just a letter to USCIS?\",\n", + "\"_answer\": \"You can always move up or down in classification as long as your PERM was filed as an EB-2. If you filed your PERM as an EB-3, you won't be able to upgrade to EB-2. However, if your PERM was filed as an EB-2, you can downgrade your I-140 to EB-3. You can go back and upgrade to EB-2 if you already have an EB-2 approval. You can file a downgrade second case as EB-3 with the same PERM. For more information, please refer to the FAQs.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the requirements and steps to port from EB-3 to EB-2 for a pending I-485? Is a new I-485 application necessary or just a letter to USCIS?\",\n", + "\"_answer\": \"It is possible to move up or down in classification as long as your PERM was filed as an EB-2. If you filed your PERM as an EB-3, you won't be able to upgrade to EB-2. However, if your PERM was filed as an EB-2, you can downgrade your I-140 to EB-3. You can go back and upgrade to EB-2 if you already have an EB-2 approval. You can file a downgrade second case as EB-3 with the same PERM. For more information, please consult the FAQs.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the eligibility and procedure for porting from EB-3 to EB-2 for a pending I-485? Is a new I-485 application necessary or just a letter to USCIS?\",\n", + "\"_answer\": \"It is possible to move up or down in classification as long as your PERM was filed as an EB-2. If you filed your PERM as an EB-3, you won't be able to upgrade to EB-2. However, if your PERM was filed as an EB-2, you can downgrade your I-140 to EB-3. You can go back and upgrade to EB-2 if you already have an EB-2 approval. You can file a downgrade second case as EB-3 with the same PERM. For further information, please refer to the FAQs.\"} \n", + "\n", + "\n", + "\n", + "2 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are my chances of obtaining an L1A visa? I was in the US on an H1B for 11 years until August 2019, when I transferred to Canada as a Software Development Manager, managing 5 direct reports and 4 second-level reports with the same company in both countries. I have since been promoted to Director of Software Development Projects Support and Maintenance, before completing one year as Manager. I have an approved I-140 and my priority date is July 2012. Is this the right time to apply for an EB1C in the next couple of months, when I have completed one year as Manager, or should I wait for the visa ban to end?\",\n", + "\"_answer\": \"It is best to discuss your job description that is intended in the foreign country outside the US with your lawyers. Make sure you plan for it from the beginning, as attempting to plan for it a year down the line may not be successful.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the chances of me getting an L1A visa? I was in the US on an H1B for 11 years until August 2019, when I moved to Canada as a Software Development Manager, managing 5 direct reports and 4 second-level reports with the same company in both countries. I have since been promoted to Director of Software Development Projects Support and Maintenance, before completing one year as Manager. I have an approved I-140 and my priority date is July 2012. Is now the right time to apply for an EB1C in the next couple of months, when I have finished one year as Manager, or should I wait for the visa ban to end?\",\n", + "\"_answer\": \"It is best to consult with your lawyers about your job description that is intended in the foreign country outside the US. Make sure you plan for it from the start, as attempting to plan for it a year down the line may not be successful.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the chances of me getting an L1A visa? I was in the US on an H1B for 11 years until August 2019, when I transferred to Canada as a Software Development Manager, managing 5 direct reports and 4 second-level reports with the same company in both countries. I have since been promoted to Director of Software Development Projects Support and Maintenance, before completing one year as Manager. I have an approved I-140 and my priority date is July 2012. Is this the correct time to apply for an EB1C in the next couple of months, when I have completed one year as Manager, or should I wait for the visa ban to end?\",\n", + "\"_answer\": \"It is best to discuss your job description that is intended in the foreign country outside the US with your lawyers. Make sure you plan for it from day one, as trying to plan for it a year down the line may not be successful.\"} \n", + "\n", + "\n", + "\n", + "3 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Would it be beneficial for my wife and I to switch from EB-2 to EB-3 and apply for I-140 under EB-3?\",\n", + "\"_answer\": \"It could be advantageous to apply for EB-3 and then use whichever one is quicker when the time comes.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it a good idea to switch from EB-2 to EB-3 and file for I-140 under EB-3?\",\n", + "\"_answer\": \"It could be beneficial to apply for EB-3 and then utilize whichever one is faster when the time arrives.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Should my wife and I switch from EB-2 to EB-3 and submit an I-140 under EB-3?\",\n", + "\"_answer\": \"It might be advantageous to apply for EB-3 and then take advantage of whichever one is quicker when the time comes.\"} \n", + "\n", + "\n", + "\n", + "4 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What can I do to ensure I get a three year H-1B visa extension? I currently have a one year visa that expires on October 27th, 2019 and I work through a consultancy. Are there any documents I need to provide? What should I be aware of when I go for stamping at the port of entry? Additionally, my EB2 priority date is February 4th, 2015 and I am planning to marry a Nepal citizen who is on OPT. Can I move my priority date to the EB2 Nepal category after marriage and if so, what are the next steps?\", \n", + "\"_answer\": \"The only way to get a three year extension is to prove that the project will last that long. You will need to provide documents to support this. When you go for stamping, be aware of what you post on social media as it can be used against you. If you marry a Nepal citizen, you can move your priority date to the EB2 Nepal category. You will need to file for an I-485 interview soon after.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What precautions should I take to get a three year H-1B visa extension? My current visa is only valid for one year and expires on October 27th, 2019. I am employed through a consultancy. Are there any documents I need to provide? What should I consider when I go for stamping at the port of entry? Additionally, my EB2 priority date is February 4th, 2015 and I am planning to marry a Nepal citizen who is on OPT. Can I transfer my priority date to the EB2 Nepal category after marriage and if so, what are the next steps?\", \n", + "\"_answer\": \"The only way to get a three year extension is to prove that the project will last that long. You will need to provide documents to support this. When you go for stamping, be mindful of what you post on social media as it can be used against you. If you marry a Nepal citizen, you can move your priority date to the EB2 Nepal category. You will need to file for an I-485 interview soon after.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What can I do to ensure I get a three year H-1B visa extension? I have a one year visa that expires on October 27th, 2019 and I work through a consultancy. Are there any documents I need to provide? What should I be aware of when I go for stamping at the port of entry? Additionally, my EB2 priority date is February 4th, 2015 and I am planning to marry a Nepal citizen who is on OPT. Can I move my priority date to the EB2 Nepal category after marriage and if so, what are the next steps?\", \n", + "\"_answer\": \"The only way to get a three year extension is to demonstrate that the project will last that long. You will need to provide documents to support this. When you go for stamping, be conscious of what you post on social media as it can be used against you. If you marry a Nepal citizen, you can transfer your priority date to the EB2 Nepal category. You will need to file for an I-485 interview soon after.\"} \n", + "\n", + "\n", + "\n", + "5 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are the possibilities for me to remain in the US after my H-1B and I-94 expire?\", \n", + "\"_answer\": \"I don't believe you would be able to get a tourist visa or tourist status, but you can apply for it.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are my choices for staying in the US after my H-1B and I-94 have expired?\", \n", + "\"_answer\": \"I don't think you would be able to obtain a tourist visa or tourist status, but you can try to apply for it.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the options for me to legally stay in the US after my H-1B and I-94 have expired?\", \n", + "\"_answer\": \"I don't believe you would be able to acquire a tourist visa or tourist status, but you can attempt to apply for it.\"} \n", + "\n", + "\n", + "\n", + "6 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I downgrade my case from EB-2 to EB-3 for priority date advantage while still being employed by my current employer since 2008? My green card is filled in EB-2 with an August 2010 priority date and only the I-140 has been approved so far. What is the process for filing EB-3 concurrently without affecting my existing EB-2 filing?\",\n", + "\"_answer\": \"Your EB-2 will not be affected. You can file EB-3/I-140 and if your dates are current, you can also file an I-485.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to switch my case from EB-2 to EB-3 to take advantage of the priority date while I have been with my current employer since 2008? My green card application is in EB-2 with an August 2010 priority date and only the I-140 has been approved. What is the procedure for filing EB-3 concurrently without impacting my EB-2 filing?\",\n", + "\"_answer\": \"Your EB-2 will remain unaffected. You can submit EB-3/I-140 and if your dates are current, you can also file an I-485.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I downgrade my case from EB-2 to EB-3 to gain priority date advantage while still employed by my current employer since 2008? My green card is filled in EB-2 with an August 2010 priority date and only the I-140 has been approved so far. What is the process for filing EB-3 concurrently without affecting my existing EB-2 filing?\",\n", + "\"_answer\": \"Your EB-2 will not be affected. You can file EB-3/I-140 and if your dates are current, you can also submit an I-485.\"} \n", + "\n", + "\n", + "\n", + "7 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the procedure if I have an approved EB-2 and I want to apply for EB-3, but the EB-3 dates have moved forward and are now ahead of my priority date? Will I still be eligible for EB-3 or do I need to downgrade to EB-3? Will there be any questions raised?\",\n", + "\"_answer\": \"This is largely a matter of policy and procedure. The USCIS has indicated that if you have only one I-140 approved under EB-2 but you want to file under EB-3, you must submit another I-140 using the same labor certification and PERM application and get an EB-3 approval first.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have an EB-2 approval and I am now applying for EB-3, but the EB-3 dates have progressed past my priority date, am I still eligible for EB-3 or do I need to downgrade? Will there be any queries raised?\",\n", + "\"_answer\": \"This is mainly an issue of policy and procedure. The USCIS has stated that if you have only one I-140 approved under EB-2 but you wish to file under EB-3, you must submit another I-140 using the same labor certification and PERM application and get an EB-3 approval first.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have an EB-2 approval and I am now applying for EB-3, but the EB-3 dates have advanced beyond my priority date, am I still eligible for EB-3 or do I need to downgrade? Will there be any questions asked?\",\n", + "\"_answer\": \"This is mainly a question of policy and procedure. The USCIS has indicated that if you have only one I-140 approved under EB-2 but you want to file under EB-3, you must submit another I-140 using the same labor certification and PERM application and get an EB-3 approval first.\"} \n", + "\n", + "\n", + "\n", + "8 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are the implications of not working for the green card sponsoring company after receiving the green card? Is there a chance of deportation if I don't stay with the employer that sponsored my green card?\",\n", + "\"_answer\": \"This is a difficult situation. I would suggest that it should be alright since you took the job after you got the green card and are just working for the company's operations outside the US temporarily. It is a risky situation, so it is best to consult a lawyer.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the risks of not working for the green card sponsoring company after obtaining the green card? Could I be deported if I don't remain with the employer that sponsored my green card?\",\n", + "\"_answer\": \"This is a tricky situation. I would argue that it should be okay since you accepted the job after you got the green card and are just working for the company's operations outside the US temporarily. It is a risky situation, so it is best to seek legal advice.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the consequences of not working for the green card sponsoring company after getting the green card? Is there a possibility of deportation if I don't stay with the employer that sponsored my green card?\",\n", + "\"_answer\": \"This is a difficult situation. I would suggest that it should be alright since you took the job after you got the green card and are just working for the company's operations outside the US temporarily. It is a risky situation, so it is best to consult a lawyer.\"} \n", + "\n", + "\n", + "\n", + "9 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What will happen if I attempt to downgrade from EB-2 to EB-3 and my newly filed I-140 is denied? Can I use my previously approved I-140 (EB-2)?\",\n", + "\"_answer\": \"If you file an I-485 prematurely when the priority date of EB-2 is not current and the EB-3 filing is denied, the I-485 will also be denied. It is important to have your lawyer review your case carefully to ensure there are no other issues. If the second EB-3 filing is denied, it should not have any impact on the already approved I-140 unless the second filing reveals some problem with the case that was not addressed earlier.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What will be the outcome if I try to downgrade from EB-2 to EB-3 and my new I-140 is rejected? Can I still use my approved I-140 (EB-2)?\",\n", + "\"_answer\": \"If you submit an I-485 before the priority date of EB-2 is current and the EB-3 filing is denied, the I-485 will also be denied. It is important to have your lawyer carefully review your case to make sure there are no other issues. If the second EB-3 filing is rejected, it should not affect the already approved I-140 unless the second filing reveals some problem with the case that was not addressed earlier.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What will happen if I try to downgrade from EB-2 to EB-3 and my new I-140 is not accepted? Can I still use my previously approved I-140 (EB-2)?\",\n", + "\"_answer\": \"If you file an I-485 prematurely when the priority date of EB-2 is not current and the EB-3 filing is denied, the I-485 will also be denied. It is important to have your lawyer thoroughly examine your case to make sure there are no other issues. If the second EB-3 filing is not accepted, it should not have any impact on the already approved I-140 unless the second filing reveals some problem with the case that was not addressed earlier.\"} \n", + "\n", + "\n", + "\n", + "10 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What do I need to do to get an EB-2 green card with a master's degree?\", \n", + "\"_answer\": \"You must attend an accredited university in the US to obtain a master's degree in order to be eligible for an EB-2 green card. The US Department of Education has a list of state-level agencies who can accredit programs, and your university should be able to tell you who has accredited them or their programs.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What qualifications do I need to meet to be eligible for an EB-2 green card?\", \n", + "\"_answer\": \"To be eligible for an EB-2 green card, you must attend an accredited university in the US to obtain a master's degree. The US Department of Education has a list of state-level agencies who can accredit programs, and your university should be able to tell you who has certified them or their programs.\"}\n", + "\n", + "######\n", + "{\"_question\": \"How can I get an EB-2 green card with a master's degree?\", \n", + "\"_answer\": \"In order to get an EB-2 green card with a master's degree, you must attend an accredited university in the US. The US Department of Education has a list of state-level agencies who can accredit programs, and your university should be able to tell you who has validated them or their programs.\"} \n", + "\n", + "\n", + "\n", + "11 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to initiate a green card application while on F-1 status? I am currently on F1 OPT and working for Employer A. My Employer A has filed an H1B for me this year and I am waiting for the approval. Can my employer start the green card process while I am on F1 status?\",\n", + "\"_answer\": \"For individuals from countries where priority dates are extremely delayed, such as India, China, Philippines, and Mexico, it is not recommended to initiate a green card application while on F-1 status. This is because F-1 status does not permit dual intent, whereas statuses like H-1, H-4, L-1, L-2, and O-1 do. If one files for a green card while on a status that does not permit dual intent, they may have difficulty getting extensions, visa stamping, or re-entry into the US. However, for those from countries such as Saudi Arabia, Pakistan, Nepal, or Europe, where priority dates are not delayed, it may be possible to complete the green card process within a year under the EB-1, EB-2, or EB-3 categories.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I begin the green card process while on F-1 status? I am currently on F1 OPT and working for Employer A. My Employer A has filed an H1B for me this year and I am waiting for the approval. Is it possible for my employer to start the green card process while I am on F1 status?\",\n", + "\"_answer\": \"For individuals from countries where priority dates are significantly delayed, such as India, China, Philippines, and Mexico, it is not recommended to start a green card application while on F-1 status. This is because F-1 status does not allow dual intent, whereas statuses like H-1, H-4, L-1, L-2, and O-1 do. If one files for a green card while on a status that does not allow dual intent, they may have difficulty getting extensions, visa stamping, or re-entry into the US. However, for those from countries such as Saudi Arabia, Pakistan, Nepal, or Europe, where priority dates are not delayed, it may be possible to complete the green card process within a year under the EB-1, EB-2, or EB-3 categories.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it feasible to initiate a green card application while on F-1 status? I am currently on F1 OPT and working for Employer A. My Employer A has filed an H1B for me this year and I am waiting for the approval. Can my employer initiate the green card process while I am on F1 status?\",\n", + "\"_answer\": \"For individuals from countries where priority dates are significantly delayed, such as India, China, Philippines, and Mexico, it is not recommended to initiate a green card application while on F-1 status. This is because F-1 status does not permit dual intent, whereas statuses like H-1, H-4, L-1, L-2, and O-1 do. If one files for a green card while on a status that does not permit dual intent, they may have difficulty getting extensions, visa stamping, or re-entry into the US. However, for those from countries such as Saudi Arabia, Pakistan, Nepal, or Europe, where priority dates are not delayed, it may be possible to complete the green card process within a year under the EB-1, EB-2, or EB-3 categories.\"} \n", + "\n", + "\n", + "\n", + "12 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to submit multiple green card applications at the same time? What are the potential consequences? My employer has already filed for my green card in the EB-2 category and the I-140 has been approved with a priority date of 2013. Can I try to apply for an EB-1 green card on my own? If the EB-1 application is not approved, will it have an impact on my EB-2 green card? Should the job description be the same for both the EB-1 and EB-2 applications? What are the possible issues that may arise?\",\n", + "\"_answer\": \"Yes, you can file green cards through multiple categories such as employment, family, or investment. As long as the applications are submitted honestly, any number of green cards can be filed. If the EB-1 application is not approved, it will not have an effect on the EB-2 green card. The job description does not need to be the same for both applications, however, it is recommended to be consistent. Possible issues that may arise include delays in processing or denial of the application.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I submit multiple green card applications at the same time? What could be the repercussions? My employer has already filed a green card application for me in the EB-2 category and the I-140 has been approved with a priority date of 2013. Can I attempt to apply for an EB-1 green card on my own? If the EB-1 application is not successful, will it affect my EB-2 green card? Should the job description be the same for both the EB-1 and EB-2 applications? What potential problems may arise?\",\n", + "\"_answer\": \"Yes, you can file green cards through multiple categories such as employment, family, or investment. As long as the applications are submitted honestly, any number of green cards can be filed. If the EB-1 application is not approved, it will not have an effect on the EB-2 green card. The job description does not need to be the same for both applications, however, it is recommended to be consistent. Possible issues that may occur include delays in processing or denial of the application.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to submit multiple green card applications at the same time? What could be the consequences? My employer has already filed for my green card in the EB-2 category and the I-140 has been approved with a priority date of 2013. Can I try to apply for an EB-1 green card on my own? If the EB-1 application is not accepted, will it have an effect on my EB-2 green card? Should the job description be the same for both the EB-1 and EB-2 applications? What are the possible issues that may arise?\",\n", + "\"_answer\": \"Yes, you can file green cards through multiple categories such as employment, family, or investment. As long as the applications are submitted honestly, any number of green cards can be filed. If the EB-1 application is not accepted, it will not have an effect on the EB-2 green card. The job description does not need to be the same for both applications, however, it is recommended to be consistent. Possible issues that may come up include delays in processing or denial of the application.\"} \n", + "\n", + "\n", + "\n", + "13 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I switch employers while my NIW application is in process?\",\n", + "\"_answer\": \"You can change employers at any point if you are a self-applicant and will remain in the same field of national interest. However, the NIW priority date will take the same amount of time as a regular EB-2 application. See: http://www.immigration.com/visa-bulletin under Employment-Based Category 2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the processing times for NIW?\",\n", + "\"_answer\": \"If you are a self-applicant and will stay in the same area of national interest, you can switch employers at any time. The NIW priority date will take the same amount of time as a regular EB-2 application. See: http://www.immigration.com/visa-bulletin under Employment-Based Category 2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I change employers while my NIW application is being processed?\",\n", + "\"_answer\": \"If you are a self-applicant and will stay in the same field of national interest, you can switch employers whenever you want. However, the NIW priority date will take the same amount of time as a regular EB-2 application. See: http://www.immigration.com/visa-bulletin under Employment-Based Category 2.\"} \n", + "\n", + "\n", + "\n", + "14 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"regarding form g-884 (returns of original documents) . i got i-140 approved and also got ead with eb2 category in april 2012. i need to change my employer but my employer did not give me my green card paper like i-140 approval copy, labor code etc. i have only receipt copy of i-140 and i-485. i heard about uscis form g-884 (returns of original documents) which use to get all green card documents from uscis. i have following questions to ask you. based on g-884, can i obtain my all green card documents from uscis without knowing my employer?\",\n", + "\"_answer\": \"form g-884 is used to request the return of documents you had sent to uscis (e.g., your collegedegrees and diplomas). use foia for the purpose you are considering.\"}\n", + "\n", + "######\n", + "{\"_question\": \"regarding form g-884 (returns of original documents) . i got i-140 approved and also got ead with eb2 category in april 2012. i need to change my employer but my employer did not give me my green card paper like i-140 approval copy, labor code etc. i have only receipt copy of i-140 and i-485. i heard about uscis form g-884 (returns of original documents) which use to get all green card documents from uscis. i have following questions to ask you. based on g-884, can i retrieve my all green card documents from uscis without knowing my employer?\",\n", + "\"_answer\": \"form g-884 is used to request the return of documents you had sent to uscis (e.g., your collegedegrees and diplomas). use foia for the purpose you are considering.\"}\n", + "\n", + "######\n", + "{\"_question\": \"regarding form g-884 (returns of original documents) . i got i-140 approved and also got ead with eb2 category in april 2012. i need to change my employer but my employer did not give me my green card paper like i-140 approval copy, labor code etc. i have only receipt copy of i-140 and i-485. i heard about uscis form g-884 (returns of original documents) which use to get all green card documents from uscis. i have following questions to ask you. based on g-884, can i acquire my all green card documents from uscis without knowing my employer?\",\n", + "\"_answer\": \"form g-884 is used to request the return of documents you had sent to uscis (e.g., your collegedegrees and diplomas). use foia for the purpose you are considering.\"} \n", + "\n", + "\n", + "\n", + "15 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I submit an adjustment of status application if my 'schedule a' application falls into the EB-2 or employment based second preference category?\", \n", + "\"_answer\": \"Yes, you can submit an adjustment of status application concurrently with the form I-140 if your priority date for EB-2 is not backlogged.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to file for adjustment of status if my 'schedule a' application is in the EB-2 or employment based second preference category?\", \n", + "\"_answer\": \"Yes, you can file for adjustment of status simultaneously with the form I-140 if your priority date for EB-2 is up to date.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I submit an adjustment of status application if my 'schedule a' application is in the EB-2 or employment based second preference category?\", \n", + "\"_answer\": \"Yes, you can submit an adjustment of status application concurrently with the form I-140 provided that your priority date for EB-2 is not backlogged.\"} \n", + "\n", + "\n", + "\n", + "16 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the status of Obama's immigration action regarding I-140 stage? I am on an H-1B visa and my I-140 has been approved in the EB-2 category, but I am still waiting for the dates to become current. Will I be given an EAD or any other form of documentation due to the executive action?\",\n", + "\"_answer\": \"I have heard that there is a proposal to allow filing of I-485 at the I-140 stage, without waiting for priority dates to be current. This, if implemented, would grant you an EAD as well as the right to change jobs under AC21. Unfortunately, there is no clear indication about this proposal in any government document yet.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the status of Obama's immigration action for those at the I-140 stage? I am on an H-1B visa and my I-140 has been approved in the EB-2 category, but I am still waiting for the dates to become current. Will I receive an EAD or any other form of documentation due to the executive action?\",\n", + "\"_answer\": \"I have heard that there is a proposal to allow filing of I-485 at the I-140 stage, without waiting for priority dates to be current. This, if implemented, would give you an EAD as well as the right to change jobs under AC21. Unfortunately, there is no clear indication about this proposal in any government document up to this point.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the status of Obama's immigration action for those at the I-140 stage? I am on an H-1B visa and my I-140 has been approved in the EB-2 category, but I am still waiting for the dates to become current. Will I be given an EAD or any other form of documentation due to the executive action?\",\n", + "\"_answer\": \"I have heard that there is a proposal to allow filing of I-485 at the I-140 stage, without waiting for priority dates to be current. This, if implemented, would provide you an EAD as well as the right to change jobs under AC21. Unfortunately, there is no clear indication about this proposal in any government document as of now.\"} \n", + "\n", + "\n", + "\n", + "17 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are the options for expediting a background check for an EB-2 with a priority date of June 2008 and an I-485 application filed in January 2012?\", \n", + "\"_answer\": \"see the marked clip below from rajiv's video recording for the answer to this question.https://www.youtube.com/watch?feature=player_detailpage&list=uum4s1qwos\"}\n", + "\n", + "######\n", + "{\"_question\": \"What can be done to speed up the background check process for an EB-2 with a priority date of June 2008 and an I-485 application filed in January 2012?\", \n", + "\"_answer\": \"see the marked clip below from rajiv's video recording for the answer to this question.https://www.youtube.com/watch?feature=player_detailpage&list=uum4s1qwos\"}\n", + "\n", + "######\n", + "{\"_question\": \"What steps can be taken to hasten the background check for an EB-2 with a priority date of June 2008 and an I-485 application filed in January 2012?\", \n", + "\"_answer\": \"see the marked clip below from rajiv's video recording for the answer to this question.https://www.youtube.com/watch?feature=player_detailpage&list=uum4s1qwos\"} \n", + "\n", + "\n", + "\n", + "18 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I use my current employer's experience in India while filing for a PERM?\",\n", + "\"_answer\": \"Yes, you can use the experience gained with an employer who has a tax id number other than your petitioning employer.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I include my Indian experience with my current employer while filing for a PERM?\",\n", + "\"_answer\": \"Yes, you can use the experience gained with an employer who has a different tax id number than your petitioning employer.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I use my Indian experience with my current employer for the PERM application?\",\n", + "\"_answer\": \"Yes, you can utilize the experience gained with an employer who has a different tax id number than your petitioning employer.\"} \n", + "\n", + "\n", + "\n", + "19 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"I have two bachelor's degrees from US universities. A 3-year bachelor degree in science and a 2-year bachelor's degree in engineering. Am I eligible for an EB-2 visa with this? In the event that I do not qualify for EB-2, should I wait another year to apply for EB-2 or should I just file for EB-3 now? Additionally, do internships count when calculating the number of years of work after school?\",\n", + "\"_answer\": \"Internships are taken into account when calculating experience. You must first have your degrees evaluated under AACRAO EDGE standards.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have two bachelor's degrees from US universities. A 3-year bachelor degree in science and a 2-year bachelor's degree in engineering. Can I be considered for an EB-2 visa with this? If I am not eligible for EB-2, should I wait another year to submit an EB-2 application or should I just file for EB-3 now? Also, do internships count when determining the number of years of work after school?\",\n", + "\"_answer\": \"Internships are included when determining experience. You must first have your degrees evaluated under AACRAO EDGE standards.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have two bachelor's degrees from US universities. A 3-year bachelor degree in science and a 2-year bachelor's degree in engineering. Am I qualified for an EB-2 visa with this? In the event that I do not qualify for EB-2, should I wait another year to apply for EB-2 or should I just file for EB-3 now? Also, do internships count when calculating the number of years of work after school?\",\n", + "\"_answer\": \"Internships are taken into account when calculating experience. You must first have your degrees evaluated under AACRAO EDGE standards.\"} \n", + "\n", + "\n", + "\n", + "20 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the timeline for applying for a green card if I am an L1-A visa holder with 14 years of IT experience and have been in a managerial role for the past 3 years? I manage a team of 30 people located in Chennai, Shanghai, and San Jose. Can I choose between EB-1 and EB-2? Do I need a Bachelor's or Master's degree to apply for a green card? Can I apply for the green card myself or do I need to go through my employer?\", \n", + "\"_answer\": \"You can apply for green card without any wait. Yes, but EB-1 is a gazillion times faster for indian-born people. Degree is not a requirement for international managers/execs. Your employer needs to apply.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the timeline for initiating the green card process if I am an L1-A visa holder with 14 years of IT experience and have been in a managerial role for the past 3 years? I manage a team of 30 people located in Chennai, Shanghai, and San Jose. Do I have the option to select between EB-1 and EB-2? Is a Bachelor's or Master's degree necessary to apply for a green card? Can I apply for the green card independently or do I need to go through my employer?\", \n", + "\"_answer\": \"You can start the green card process without any wait. Yes, but EB-1 is a gazillion times faster for indian-born people. Degree is not a requirement for international managers/execs. Your employer needs to apply.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the timeline for beginning the green card process if I am an L1-A visa holder with 14 years of IT experience and have been in a managerial role for the past 3 years? I manage a team of 30 people located in Chennai, Shanghai, and San Jose. Do I have the choice of EB-1 or EB-2? Is a Bachelor's or Master's degree required to apply for a green card? Can I apply for the green card on my own or do I need to go through my employer?\", \n", + "\"_answer\": \"You can commence the green card process without any wait. Yes, but EB-1 is a gazillion times faster for indian-born people. Degree is not a requirement for international managers/execs. Your employer needs to apply.\"} \n", + "\n", + "\n", + "\n", + "21 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Will I be eligible for an EB-2 visa if I have a three year bachelor's degree from India and 16 years of experience in the US, and I am currently in the process of applying for an EB-3 visa with a priority date of 10/2006? If I pursue a master's degree here, either online or through an executive program, will I qualify for EB-2 without needing to demonstrate progressive experience since obtaining the master's degree?\",\n", + "\"_answer\": \"If the master's degree is accredited, you should not need to have any post-master's experience in order to be eligible for EB-2. There may be some issues with the 3+2 pattern of education, but an accredited master's should resolve them.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have a three year bachelor's degree from India and 16 years of experience in the US. I am currently in the process of applying for an EB-3 visa with a priority date of 10/2006. If I get a master's degree here, either online or through an executive program, will I be eligible for an EB-2 visa without needing to demonstrate progressive experience since obtaining the master's degree?\",\n", + "\"_answer\": \"If the master's degree is accredited, you should not need to have any post-master's experience in order to qualify for EB-2. There may be some issues with the 3+2 pattern of education, but an accredited master's should resolve them.\"} \n", + "\n", + "\n", + "\n", + "22 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"I'm on a J-1 visa and still have four years left. I'm considering applying for an EB2-NIW. Will I have any issues travelling if I don't get the EB2?\",\n", + "\"_answer\": \"There is a chance that having exhibited immigrant intent could lead to problems with your J-1 visa. It is not certain, but the risk is there.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I'm currently on a J-1 visa and have four more years left. I'm thinking of submitting an EB2-NIW application. What are the chances of having trouble travelling if I don't get the EB2?\",\n", + "\"_answer\": \"There is a possibility that not receiving the EB2 could lead to issues with your J-1 visa due to exhibiting immigrant intent. It is not definite, but the possibility is there.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I'm on a J-1 visa and have four more years on it. I'm considering applying for an EB2-NIW. Could I have problems travelling if I don't get the EB2?\",\n", + "\"_answer\": \"There is a potential for difficulties with your J-1 visa due to exhibiting immigrant intent. It is not certain, but the risk is present.\"} \n", + "\n", + "\n", + "\n", + "23 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for an EB-2 visa if I'm a veterinary assistant from Bulgaria with a master's degree in veterinary medicine?\",\n", + "\"_answer\": \"In order to be eligible for an EB-2 visa, you must have a degree that is equivalent to a U.S. advanced degree and the job must require an advanced degree or equivalent experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I get an EB-2 visa if I'm a veterinary assistant from Bulgaria with a master's degree in veterinary medicine?\",\n", + "\"_answer\": \"In order to be eligible for an EB-2 visa, you must meet two criteria: 1. Your degree must be equal to a U.S. advanced degree (a credentials evaluation service must assess that under proper standards); and 2. The job must require an advanced degree or equivalent experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I'm a veterinary assistant from Bulgaria with a master's degree in veterinary medicine, am I eligible for an EB-2 visa?\",\n", + "\"_answer\": \"In order to be considered for an EB-2 visa, two conditions must be fulfilled: 1. Your degree must be equivalent to a U.S. advanced degree (a credentials evaluation service must assess that under proper standards); and 2. The job must necessitate an advanced degree or equivalent experience.\"} \n", + "\n", + "\n", + "\n", + "24 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the best way to reach out to the USCIS Service Centers to inform them that a priority date is current, an EB case has been upgraded from EB-3 to EB-2, or dependents have been separated from the principal applicant's petition?\",\n", + "\"_answer\": \"Send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Make sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to reference.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the best way to notify the USCIS Service Centers that a priority date is current, an EB case has been upgraded from EB-3 to EB-2, or dependents have been separated from the principal applicant's petition?\",\n", + "\"_answer\": \"Send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Make sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to review.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the best way to communicate with the USCIS Service Centers to inform them that a priority date is current, an EB case has been upgraded from EB-3 to EB-2, or dependents have been separated from the principal applicant's petition?\",\n", + "\"_answer\": \"Send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Make sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to examine.\"} \n", + "\n", + "\n", + "\n", + "25 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it necessary for a beneficiary petitioned for a green card under EB-2 classification to have a degree from an accredited US university?\",\n", + "\"_answer\": \"Yes, a beneficiary must possess a degree from an accredited university in order to be eligible for a green card under EB-2 classification. Evidence such as SEVIS certification or state board approval, which confirm that the university is a legitimate educational institution, is not sufficient to show accreditation for green card purposes. To determine a university's accreditation status, please visit the following website: http://ope.ed.gov/accreditation/ Additionally, you may watch this video prepared by Mr. Khanna, 'Accreditation of Distance Education for EB-2' and read the transcript: http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do beneficiaries petitioned for a green card under EB-2 classification need to have a degree from an accredited US university?\",\n", + "\"_answer\": \"Yes, a degree from an accredited university is required for a beneficiary to be eligible for a green card under EB-2 classification. Evidence such as SEVIS certification or state board approval, which confirm that the university is a legitimate educational institution, is not enough to prove accreditation for green card purposes. To find out a university's accreditation status, please visit the following website: http://ope.ed.gov/accreditation/ Additionally, you may watch this video prepared by Mr. Khanna, 'Accreditation of Distance Education for EB-2' and read the transcript: http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it a requirement for a beneficiary petitioned for a green card under EB-2 classification to have a degree from an accredited US university?\",\n", + "\"_answer\": \"Yes, a beneficiary must have a degree from an accredited university to be eligible for a green card under EB-2 classification. Evidence such as SEVIS certification or state board approval, which confirm that the university is a legitimate educational institution, is not enough to demonstrate accreditation for green card purposes. To determine a university's accreditation status, please visit the following website: http://ope.ed.gov/accreditation/ Additionally, you may watch this video prepared by Mr. Khanna, 'Accreditation of Distance Education for EB-2' and read the transcript: http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"} \n", + "\n", + "\n", + "\n", + "26 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Did I finish my master's degree in one year? I have a master's degree in science and I have been given the final degree certificate by the university, but I completed the normal 2 year program in just 1 year. Will USCIS consider my M.Sc degree incomplete?\",\n", + "\"_answer\": \"This is where the evaluators come in. We have had problems with USCIS in these scenarios. Evaluation done through the EDGE database should be enough to convince USCIS.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Did I finish my master's degree in one year? I have a master's degree in science and I have been presented the final degree certificate by the university, but I completed the regular 2 year program in just 1 year. Will USCIS view my M.Sc degree as incomplete?\",\n", + "\"_answer\": \"This is where the evaluators come into play. We have had issues with USCIS in these cases. Evaluation done through the EDGE database should be enough to persuade USCIS.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Did I complete my master's degree in one year? I have a master's degree in science and I have been given the final degree certificate by the university, but I finished the regular 2 year program in just 1 year. Will USCIS see my M.Sc degree as incomplete?\",\n", + "\"_answer\": \"This is where the evaluators come in. We have had difficulties with USCIS in these situations. Evaluation done through the EDGE database should be enough to convince USCIS.\"} \n", + "\n", + "\n", + "\n", + "27 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What qualifications are necessary for EB-2?\",\n", + "\"_answer\": \"In June 2007, the USCIS clarified what is considered to be equivalent to a U.S. master's degree for employment-based category 2. Generally, a U.S. master's degree is required, but a four-year bachelor's degree plus two-year master's degree (India) in the same or related fields, or a three-year bachelor's degree plus three-year master's degree (India) in the same or related fields, may be accepted. Additionally, a three-year bachelor's degree plus one-year postgraduate diploma plus two-year master's degree (India) in the same or similar field may be accepted, but five years of progressive experience is also required. Furthermore, a three-year bachelor's degree plus two-year master's degree (India) may be accepted, but five years of progressive experience is also required. Lastly, a three-year bachelor's degree plus two-year master's degree plus one-year postgraduate diploma (India) may be accepted, but five years of progressive experience is also required. Documentation such as an official academic record and letters from employers showing five years of progressive post-baccalaureate experience in the specialty must be included in the petition.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What credentials are needed for EB-2?\",\n", + "\"_answer\": \"In June 2007, the USCIS clarified what is considered to be equivalent to a U.S. master's degree for employment-based category 2. Generally, a U.S. master's degree is necessary, but a four-year bachelor's degree plus two-year master's degree (India) in the same or related fields, or a three-year bachelor's degree plus three-year master's degree (India) in the same or related fields, may be accepted. Additionally, a three-year bachelor's degree plus one-year postgraduate diploma plus two-year master's degree (India) in the same or similar field may be accepted, but five years of progressive experience is also required. Furthermore, a three-year bachelor's degree plus two-year master's degree (India) may be accepted, but five years of progressive experience is also required. Lastly, a three-year bachelor's degree plus two-year master's degree plus one-year postgraduate diploma (India) may be accepted, but five years of progressive experience is also required. Supporting documents such as an official academic record and letters from employers showing five years of progressive post-baccalaureate experience in the specialty must be included in the petition.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What educational qualifications are necessary for EB-2?\",\n", + "\"_answer\": \"In June 2007, the USCIS clarified what is considered to be equivalent to a U.S. master's degree for employment-based category 2. Generally, a U.S. master's degree is required, but a four-year bachelor's degree plus two-year master's degree (India) in the same or related fields, or a three-year bachelor's degree plus three-year master's degree (India) in the same or related fields, may be accepted. Additionally, a three-year bachelor's degree plus one-year postgraduate diploma plus two-year master's degree (India) in the same or similar field may be accepted, but five years of progressive experience is also required. Furthermore, a three-year bachelor's degree plus two-year master's degree (India) may be accepted, but five years of progressive experience is also required. Lastly, a three-year bachelor's degree plus two-year master's degree plus one-year postgraduate diploma (India) may be accepted, but five years of progressive experience is also required. Supporting documents such as an official academic record and letters from employers showing five years of progressive post-baccalaureate experience in the specialty must be submitted with the petition.\"} \n", + "\n", + "\n", + "\n", + "28 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to qualify for EB-2 with a diploma, AMIE, and M.Tech, and 7 years of experience post M.Tech from a previous employer and 5 years from the current employer, even though the job requirements state a Bachelor's in engineering and 5 years of experience?\",\n", + "\"_answer\": \"The AMIE is uncertain. I remember a decision from the AAO that said they would not recognize it, but a more recent decision was more ambiguous. Nonetheless, I think an EB-2 should be attempted. The M.Tech should help.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I meet the criteria for EB-2 if I have a diploma, AMIE, and M.Tech, plus 7 years of experience post M.Tech from a prior job and 5 years from the current job, even though the job requirements state a Bachelor's in engineering and 5 years of experience?\",\n", + "\"_answer\": \"The AMIE is questionable. I recall an AAO decision that said they would not accept it, but a more recent decision was more uncertain. Nevertheless, I think an EB-2 should be attempted. The M.Tech should be beneficial.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for EB-2 if I have a diploma, AMIE, and M.Tech, and 7 years of experience post M.Tech from a prior job and 5 years from the current job, even though the job requirements state a Bachelor's in engineering and 5 years of experience?\",\n", + "\"_answer\": \"The AMIE is uncertain. I remember an AAO decision that said they would not accept it, but a more recent decision was more vague. Nonetheless, I think an EB-2 should be attempted. The M.Tech should be advantageous.\"} \n", + "\n", + "\n", + "\n", + "29 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for EB-2 considering I have a 4 year bachelor's degree from India and 7 years of experience? My company has applied for a green card in EB-3 and my I-140 is approved with a priority date of September 2010. The company name has changed and they are saying the process needs to be restarted from the PERM, but I can keep my same priority date. The lawyers said no, as my job description states a bachelor's degree and 3 or 5 years of experience. They argued that the USCIS will deny the application as the job can be done by someone with 3 years of experience. Is this true?\",\n", + "\"_answer\": \"Take note of these points. First, a change in the employer's name does not necessitate restarting the green card process. Second, if the sponsoring employer ceases operations, the USCIS can take away your priority date. Lastly, the job must require 5 years of experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for EB-2 with my 4 year bachelor's degree from India and 7 years of experience? My company has already applied for a green card in EB-3 and my I-140 has been approved with a priority date of September 2010. The company name has changed and they are saying the process must start from the PERM again, but I can keep my same priority date. The lawyers said no, as my job description states a bachelor's degree and 3 or 5 years of experience. They argued that the USCIS will deny the application as the job can be done by someone with 3 years of experience. Is this accurate?\",\n", + "\"_answer\": \"Remember these points. First, a change in the employer's name does not necessitate restarting the green card process. Second, if the sponsoring employer ceases operations, the USCIS can take away your priority date. Lastly, the job must require 5 years of experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for EB-2 with my 4 year bachelor's degree from India and 7 years of experience? My company has already applied for a green card in EB-3 and my I-140 has been approved with a priority date of September 2010. The company name has changed and they are saying the process must be restarted from the PERM, but I can keep my same priority date. The lawyers said no, as my job description states a bachelor's degree and 3 or 5 years of experience. They argued that the USCIS will deny the application as the job can be done by someone with 3 years of experience. Is this true?\",\n", + "\"_answer\": \"Keep in mind these points. First, a mere name change of the employer does not require that green card be started all over again. Second, if the sponsoring employer stops business operations, the USCIS can take away your priority date. Lastly, the job must require 5 year's experience.\"} \n", + "\n", + "\n", + "\n", + "30 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I restart the green card process under the EB-2 category if I have a Bachelor's degree from India and 8 years of work experience in the US? My labor was filed in EB-3 and my priority date is October 2003. I received my EAD in 2007.\",\n", + "\"_answer\": \"It is possible to restart the green card process under the EB-2 category if you have over 5 years of experience after a 4-year degree. This would involve redoing the PERM and I-140 for an EB-2 level job and porting your priority date.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have a Bachelor's degree from India and 8 years of work experience in the US. My labor was filed in EB-3 and my priority date is October 2003. I received my EAD in 2007. Am I eligible to restart the green card process under the EB-2 category?\",\n", + "\"_answer\": \"If you have more than 5 years of experience after a 4-year degree, you may be able to restart the green card process under the EB-2 category and port your priority date. This would involve submitting a new PERM and I-140 for an EB-2 level job.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have a Bachelor's degree from India and 8 years of work experience in the US. My labor was filed in EB-3 and my priority date is October 2003. I received my EAD in 2007. Is it possible to restart the green card process under the EB-2 category?\",\n", + "\"_answer\": \"If you have more than 5 years of experience after a 4-year degree, you may be able to restart the green card process under the EB-2 category and port your priority date. This would involve filing a new PERM and I-140 for an EB-2 level job.\"} \n", + "\n", + "\n", + "\n", + "31 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can you bypass the requirement for perm if you apply for eb-2?\",\n", + "\"_answer\": \"It is possible to avoid the perm requirement if you are eligible for a national interest waiver under the eb-2 category.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to get around the perm requirement by using the eb-2 category?\",\n", + "\"_answer\": \"You may be able to sidestep the perm requirement if you qualify for a national interest waiver under the eb-2 category.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can one evade the perm requirement by applying through the eb-2 category?\",\n", + "\"_answer\": \"It is possible to circumvent the perm requirement if you are eligible for a national interest waiver under the eb-2 category.\"} \n", + "\n", + "\n", + "\n", + "32 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the most likely way to get an EB-2 application approved quickly? Is it through the master's equivalency (evaluating a bachelor's degree to be equivalent to a master's) or with five years of progressive experience? I know someone who was approved through the master's equivalency, and they didn't even have five years of experience. Does it depend on the employer's ability to provide documents or the lawyer's attention to detail?\",\n", + "\"_answer\": \"It all starts with the lawyer. Make sure your attorney is thorough and plan for any possible outcome they can think of. The job must be accurately described.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the most probable way to get an EB-2 application accepted quickly? Is it the master's equivalency (evaluating a bachelor's degree to be equal to a master's) or five years of progressive experience? I know someone who was accepted through the master's equivalency, and they didn't even have five years of experience. Does it rely on the employer's capability to provide documents or the lawyer's precision with the details to be submitted to the USCIS?\",\n", + "\"_answer\": \"It all begins with the lawyers. So, make sure your counsel is precise and plan for every potential outcome they can think of. The job has to be described accurately.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the most likely way to get an EB-2 application approved quickly? Is it through the master's equivalency (evaluating a bachelor's degree to be equivalent to a master's) or with five years of progressive experience? I know someone who was approved through the master's equivalency, and they didn't even have five years of experience. Does it depend on the employer's ability to provide documents or the lawyer's attention to detail?\",\n", + "\"_answer\": \"It all starts with the lawyer. Make sure your attorney is meticulous and plan for any possible result they can think of. The job must be described truthfully.\"} \n", + "\n", + "\n", + "\n", + "33 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for an EB-2 visa with the same employer if I have more than 10 years of experience, including the experience with the current employer?\",\n", + "\"_answer\": \"Yes, you can, provided the job offered is more than 50% different than the job you were performing so far with the same employer.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to apply for an EB-2 visa with the same employer if I have more than 10 years of experience, including the experience with the current employer?\",\n", + "\"_answer\": \"Yes, you can do so, as long as the job offered is more than 50% different than the job you were performing so far with the same employer.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have an EB-3 visa with the same employer and more than 10 years of experience, including the experience with the current employer, can I apply for an EB-2 visa?\",\n", + "\"_answer\": \"Yes, you can, if the job offered is more than 50% different than the job you were performing so far with the same employer.\"} \n", + "\n", + "\n", + "\n", + "34 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I be qualified for an EB-2 visa? I have been a professor at a major US university for only 9 months (on an H1B visa). I have a physician and PhD degree, 16 years of professional experience in Europe, and have published 20 papers and one book. Is it too early to apply for an EB green card?\",\n", + "\"_answer\": \"You are eligible for an EB-2 visa and should apply as soon as possible. Professorial jobs can reuse existing advertisements if they filepermwithin 18 months of when the job was offered to them. You should also have your resume evaluated for a potential simultaneous EB1 application.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for an EB-2 visa? I have been a professor at a major US university for only 9 months (on an H1B visa). I have a physician and PhD degree, 16 years of professional experience in Europe, and have published 20 papers and one book. Is it too soon to apply for an EB green card?\",\n", + "\"_answer\": \"You are certainly eligible for an EB-2 visa and should submit your application as soon as possible. Professorial jobs can reuse existing advertisements if they filepermwithin 18 months of when the job was offered to them. You should also have your resume assessed for a possible simultaneous EB1 application.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for an EB-2 visa? I have been a professor at a major US university for only 9 months (on an H1B visa). I have a physician and PhD degree, 16 years of professional experience in Europe, and have published 20 papers and one book. Is it too early to apply for an EB green card?\",\n", + "\"_answer\": \"You are eligible for an EB-2 visa and should submit your application promptly. Professorial jobs can reuse existing advertisements if they filepermwithin 18 months of when the job was offered to them. You should also have your resume examined for a potential simultaneous EB1 application.\"} \n", + "\n", + "\n", + "\n", + "35 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"am i eligible for eb-2 ? i completed a 3 year bachelor of computer science degree from india in june 2005. then i started a master of computer applications program (m.c.a) in india in aug 2005 (3 year program). while still in the masters program, i began a full time job in a software company in jan 2006. i earned my master of computer applications(3 year degree)in 2008, and worked with the same company in a full time job until dec 2010 (5 years). after that, i moved to the US and have been employed with a US based company for 7 months as a full time employee (total experience 5 years 7 months). am i eligible for eb-2?\",\n", + "\"_answer\": \"yes, you are eligible.\"}\n", + "\n", + "######\n", + "{\"_question\": \"do i meet the requirements for eb-2 ? i acquired a 3 year bachelor of computer science degree from india in june 2005. then i began a master of computer applications program (m.c.a) in india in aug 2005 (3 year program). while still studying for my masters, i started a full time job in a software company in jan 2006. i was awarded my master of computer applications(3 year degree)in 2008, and worked with the same company in a full time job until dec 2010 (5 years). after that, i moved to the US and have been employed with a US based company for 7 months as a full time employee (total experience 5 years 7 months). do i meet the requirements for eb-2?\",\n", + "\"_answer\": \"you fulfill the requirements.\"} \n", + "\n", + "\n", + "\n", + "36 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are the chances of getting an EB2 visa with my qualifications? I have a B.Sc. from Israel from 2006, and in 2002 I started a M.Sc. while working as a QA Engineer for 1.5 years. I stopped my M.Sc. and joined the company I'm currently working for. After 3 years I was relocated to the US and have been here for 4 years. My company's law firm has suggested I apply for an EB3 visa. What are my chances of getting an EB2 visa with my B.Sc. from Israel, 1.5 years of QA experience in Israel, 3 years of development in Israel, and 4 years of development in the US?\",\n", + "\"_answer\": \"Your degree must be equivalent to a US Bachelor's degree in order to be eligible for an EB2 visa. Incomplete degrees are not considered.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the odds of getting an EB2 visa with my background? I earned my B.Sc. from Israel in 2006, and in 2002 I began a M.Sc. while also working as a QA Engineer for 1.5 years. I ended my M.Sc. and joined the company I'm currently employed with. After 3 years I was transferred to the US and have been here for 4 years. My company's law firm has recommended I apply for an EB3 visa. What are my chances of getting an EB2 visa with my B.Sc. from Israel, 1.5 years of QA experience in Israel, 3 years of development in Israel, and 4 years of development in the US?\",\n", + "\"_answer\": \"Your degree must be equal to a US Bachelor's degree in order to be eligible for an EB2 visa. Unfinished degrees are not accepted.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the prospects of getting an EB2 visa with my credentials? I have a B.Sc. from Israel from 2006, and in 2002 I began a M.Sc. while also working as a QA Engineer for 1.5 years. I stopped my M.Sc. and joined the company I'm currently employed with. After 3 years I was relocated to the US and have been here for 4 years. My company's law firm has suggested I apply for an EB3 visa. What are my chances of getting an EB2 visa with my B.Sc. from Israel, 1.5 years of QA experience in Israel, 3 years of development in Israel, and 4 years of development in the US?\",\n", + "\"_answer\": \"Your degree must be comparable to a US Bachelor's degree in order to be eligible for an EB2 visa. Incomplete degrees are not taken into account.\"} \n", + "\n", + "\n", + "\n", + "37 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I use my prior experience for EB-2 qualification?\",\n", + "\"_answer\": \"You can use your experience prior to August 2010 for EB-2 qualification, even if you have not been continuously employed with the same employer, as long as the job you used to perform and the job you will perform after the green card are more than 50% different.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I use my experience from before August 2010 for EB-2?\",\n", + "\"_answer\": \"Yes, you can use your experience from before August 2010 for EB-2, even if you have not been continuously employed with the same employer, provided the job you used to do and the job you will do after the green card are more than 50% different.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I need to be continuously employed to use my experience for EB-2?\",\n", + "\"_answer\": \"No, you do not need to be continuously employed to use your experience for EB-2, as long as the job you used to do and the job you will do after the green card are more than 50% different.\"} \n", + "\n", + "\n", + "\n", + "38 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I keep my priority date if I move to a new company after my I-140 application was approved on August 8th, 2008 with an EB2 priority date of March 7th, 2008 and my H-1 is in its 8th year expiring on May 12th, 2021?\",\n", + "\"_answer\": \"Yes, you can retain your priority date as long as the sponsoring employer does not revoke your I-140, go out of business, or USCIS does not revoke the I-140 for fraud.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I change employers after my I-140 was approved on August 8th, 2008 with an EB2 priority date of March 7th, 2008 and my H-1 is in its 8th year expiring on May 12th, 2021, can I keep my priority date?\",\n", + "\"_answer\": \"Yes, you may retain your priority date provided the sponsoring employer does not revoke your I-140, go out of business, or USCIS does not revoke the I-140 for fraud.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I switch jobs after my I-140 approval on August 8th, 2008 with an EB2 priority date of March 7th, 2008 and my H-1 is in its 8th year expiring on May 12th, 2021, can I still keep my priority date from my current employer?\",\n", + "\"_answer\": \"Yes, you can maintain your priority date as long as the sponsoring employer does not revoke your I-140, go out of business, or USCIS does not revoke the I-140 for fraud.\"} \n", + "\n", + "\n", + "\n", + "39 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are the costs associated with an employment-based green card application in the EB2 category?\",\n", + "\"_answer\": \"The employer is required to pay for all expenses related to the PERM process, such as legal fees, but not the other parts of the green card process.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I am applying for an employment-based green card in the EB2 category, who is responsible for the expenses?\",\n", + "\"_answer\": \"The employer is obligated to cover all costs related to the PERM process, such as attorney's fees, but not the other parts of the green card process.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I am applying for an EB2 green card, can I pay for the entire process?\",\n", + "\"_answer\": \"The employer is obligated to pay for all expenses related to the PERM process, such as filing fees and legal fees, but not the other parts of the green card process.\"} \n", + "\n", + "\n", + "\n", + "40 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for EB-2 with my educational background and work experience?\",\n", + "\"_answer\": \"Yes, you could qualify for EB-2 with a Bachelor's degree plus five years of progressive experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I get an EB-2 visa with my qualifications?\",\n", + "\"_answer\": \"Yes, you could be eligible for EB-2 with a Bachelor's degree and five years of progressive work experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I have the qualifications to apply for an EB-2 visa?\",\n", + "\"_answer\": \"Yes, you could be eligible for EB-2 with a Bachelor's degree and five years of progressive work experience.\"} \n", + "\n", + "\n", + "\n", + "41 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I include skills I acquired while working for the company sponsoring my green card in the job description for the EB-2? I have been employed with them for 2.5 years.\",\n", + "\"_answer\": \"It is permissible to use the skills you have gained since starting with the sponsoring company, provided the job you had then and the one you are applying for are more than 50% different.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have been employed with the company sponsoring my green card for 2.5 years and have gained some skills during this time. Can I include these in the job description for the EB-2?\",\n", + "\"_answer\": \"It is acceptable to use the skills you have obtained since beginning with the sponsoring company, as long as the job you had then and the one you are applying for are more than 50% different.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have been with the company sponsoring my green card for 2.5 years and have gained some skills during this time. Is it valid to include these in the job description for the EB-2?\",\n", + "\"_answer\": \"It is possible to use the skills you have obtained since starting with the sponsoring company, provided the job you had then and the one you are applying for are more than 50% different.\"} \n", + "\n", + "\n", + "\n", + "42 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I file for a green card while on OPT? I recently completed my Master's and have been working for two months. Is it possible to file for an EB2? I have two years of IT experience in India. If not, do I have to wait until I get an H1B? Does the green card process depend on H1B?\",\n", + "\"_answer\": \"This requires your lawyer to evaluate the situation. Generally, nothing prevents you from submitting a PERM application while on OPT and an EB2 appears feasible.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I able to file for a green card while on OPT? I just finished my Master's and have been employed for two months. Is it possible to file for an EB2? I have two years of IT experience in India. If not, do I have to wait until I get an H1B? Is the green card process dependent on H1B?\",\n", + "\"_answer\": \"This question needs your lawyer to assess the case. Generally, nothing hinders you from filing a PERM application while on OPT and an EB2 appears possible.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for a green card while on OPT? I recently graduated with my Master's and have been working for two months. Is it possible to apply for an EB2? I have two years of IT experience in India. If not, do I have to wait until I get an H1B? Does the green card process rely on H1B?\",\n", + "\"_answer\": \"This requires your attorney to evaluate the situation. Generally, nothing stops you from submitting a PERM application while on OPT and an EB2 appears feasible.\"} \n", + "\n", + "\n", + "\n", + "43 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I switch from EB3 to EB2?\",\n", + "\"_answer\": \"Yes, but you will need to restart the green card process from the PERM stage.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it feasible to change my classification from EB3 to EB2?\",\n", + "\"_answer\": \"Yes, but you must begin the green card process again from the PERM level.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I alter my EB3 status to EB2?\",\n", + "\"_answer\": \"Yes, but you must restart the green card process from the PERM stage.\"} \n", + "\n", + "\n", + "\n", + "44 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"is it possible to submit an application for green card in the eb-2 category? i have a bachelor's degree from india, a two-year diploma from niit (in h1 and l1 they considered my diploma as a master degree), and 10 years of experience. could i apply for a green card in the eb-2 category?\",\n", + "\"_answer\": \"it's hard to say. it's unlikely that you would qualify for eb-2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"am i able to apply for a green card in the eb-2 category? i have a bsc from india, plus a two-year diploma from niit (in h1 and l1 they thought of my diploma as a master degree) and 10 years of experience. could i submit an application for a green card in the eb-2 category?\",\n", + "\"_answer\": \"it's difficult to tell. it's unlikely that you would be eligible for eb-2.\"} \n", + "\n", + "\n", + "\n", + "45 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for EB2? I have a Bachelor's degree in Computer Science from India and 7.5 years of experience in the same field. Can I apply for a Green Card in the EB2 category?\",\n", + "\"_answer\": \"It looks like you are eligible for EB-2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for EB2? I have a Bachelor of Engineering (4 years) in Computer Science from India and 7.5 years of experience in the related field. Can I submit a Green Card application in the EB2 category?\",\n", + "\"_answer\": \"You seem to be qualified for EB-2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I fulfill the criteria for EB2? I have a Bachelor of Engineering (4 years) in Computer Science from India and 7.5 years of experience in the related field. Am I able to apply for a Green Card in the EB2 category?\",\n", + "\"_answer\": \"You appear to be eligible for EB-2.\"} \n", + "\n", + "\n", + "\n", + "46 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for the EB-2 category? I am currently working as a Mechanical Engineer for one of the largest companies and am transitioning to a Product Development Engineer role within the same company. The job requires a Bachelor's degree plus two to five years of experience. I have a Bachelor's degree from four years ago, a Master's degree from the US, one year and four months of research assistant experience, ten months of teaching assistant experience, and three years and seven months of experience as a Mechanical Engineer. Do I qualify for the EB-2 category?\",\n", + "\"_answer\": \"The minimum requirements for the job are two years of experience, so this job does not qualify for EB-2. You do, however.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the criteria for the EB-2 category? I am employed as a Mechanical Engineer with one of the largest companies and am transitioning to a Product Development Engineer role within the same organization. The job requires a Bachelor's degree plus two to five years of experience. I have a Bachelor's degree from four years ago, a Master's degree from the US, one year and four months of research assistant experience, ten months of teaching assistant experience, and three years and seven months of experience as a Mechanical Engineer. Am I eligible for the EB-2 category?\",\n", + "\"_answer\": \"The job requires a minimum of two years of experience, so it does not qualify for EB-2. You, however, do.\"} \n", + "\n", + "\n", + "\n", + "47 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for EB-2 with my 3 year Bachelor's in Computer Science and 2 year Master's in Computer Science from India?\",\n", + "\"_answer\": \"It is a possibility, but your legal counsel should determine the best course of action: compare the two degrees to be equal to a Bachelor's and use the Bachelor's plus 5 years for EB-2 or just use the Master's degree (risky).\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have a 3 year Bachelor's in Computer Science and a 2 year Master's in Computer Science from India, can I apply for EB-2?\",\n", + "\"_answer\": \"It is feasible, but your lawyer must decide which path is best for you: assess the two degrees to be equivalent to a Bachelor's and use the Bachelor's plus 5 years for EB-2 or just use the Master's degree (risky).\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB-2 with my 3 year Bachelor's in Computer Science and 2 year Master's in Computer Science from India?\",\n", + "\"_answer\": \"It is possible, but your attorney must evaluate which route is best for you: evaluate the two degrees to be equal to a Bachelor's and use the Bachelor's plus 5 years for EB-2 or just use the Master's degree (risky).\"} \n", + "\n", + "\n", + "\n", + "48 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2 or EB3 with a 4 year degree in civil engineering and 13 years of documented progressive experience in the IT industry?\",\n", + "\"_answer\": \"It is possible to qualify for EB2\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I get an EB2 or EB3 visa with a 4 year degree in civil engineering and 13 years of documented progressive experience in the IT industry?\",\n", + "\"_answer\": \"It is possible to get an EB2\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for EB2 or EB3 with a 4 year degree in civil engineering and 13 years of documented progressive experience in the IT industry?\",\n", + "\"_answer\": \"It is possible to meet the requirements for EB2\"} \n", + "\n", + "\n", + "\n", + "49 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What about accredited degrees? I have a two-year B.Com from my home country and a CA. I have 10 years of accounting experience, plus a CPA. My firm's lawyers refused to file EB-2 and insisted on EB-3. I know two people from another accounting firm with the same credentials (even the same university) who filed EB-2 and got their green cards. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a BBA (accounting and finance) based on my B.Com and CA. But the lawyers insisted that for the green card process, USCIS won't consider the CA.\",\n", + "\"_answer\": \"Your lawyers are correct in that the CA is not accepted as education by USCIS. Consult with a credentials evaluation agency about master's degrees.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What about accredited degrees? I have a two-year B.Com from my home country and a CA. I have 10 years of accounting experience, plus a CPA. My firm's lawyers refused to file EB-2 and insisted on EB-3. I know two people from another accounting firm with the same credentials (even the same university) who filed EB-2 and got their green cards. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a BBA (accounting and finance) based on my B.Com and CA. But the lawyers insisted that for the green card process, USCIS won't consider the CA.\",\n", + "\"_answer\": \"Your lawyers are accurate in that the CA is not accepted as education by USCIS. Talk to a credentials evaluation agency about master's degrees.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What about accredited degrees? I have a two-year B.Com from my home country and a CA. I have 10 years of accounting experience, plus a CPA. My firm's lawyers refused to file EB-2 and insisted on EB-3. I know two people from another accounting firm with the same credentials (even the same university) who filed EB-2 and got their green cards. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a BBA (accounting and finance) based on my B.Com and CA. But the lawyers insisted that for the green card process, USCIS won't consider the CA.\",\n", + "\"_answer\": \"Your lawyers are right in that the CA is not accepted as education by USCIS. Consult with a credentials evaluation agency about master's degrees.\"} \n", + "\n", + "\n", + "\n", + "50 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible for me to switch jobs and submit an I-140 and PERM under EB-2 instead of EB-3 with a new employer? How risky is this situation? I could stay with my current employer, but it would take another three years to get my green card under EB-3 with my priority date of February 2007.\",\n", + "\"_answer\": \"You can submit an I-485 in the month when your priority date becomes current (and then get EAD). Priority dates are reported in the Visa Bulletin. I do not see any issue with carrying the priority date forward if you file an EB-2 through a new employer. As to the risk, that needs to be evaluated by your lawyers.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I able to change jobs and file an I-140 and PERM under EB-2 instead of EB-3 with a new employer? How dangerous is this situation? I could stay with my current employer, but it would take another three years to get my green card under EB-3 with my priority date of February 2007.\",\n", + "\"_answer\": \"You can submit an I-485 when your priority date becomes current (and then get EAD). Priority dates are reported in the Visa Bulletin. I do not see any problem with transferring the priority date forward if you file an EB-2 through a new employer. As to the danger, that needs to be evaluated by your lawyers.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I switch jobs and file an I-140 and PERM under EB-2 instead of EB-3 with a new employer? How hazardous is this situation? I could stay with my current employer, but it would take another three years to get my green card under EB-3 with my priority date of February 2007.\",\n", + "\"_answer\": \"You can submit an I-485 when your priority date becomes current (and then get EAD). Priority dates are reported in the Visa Bulletin. I do not see any difficulty with carrying the priority date forward if you file an EB-2 through a new employer. As to the hazard, that needs to be evaluated by your lawyers.\"} \n", + "\n", + "\n", + "\n", + "51 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Could I be eligible for EB-2 with my qualifications and current job? If I switch employers during the application process, would I have to start over?\",\n", + "\"_answer\": \"It is possible that you could qualify for EB-2 depending on your qualifications and the job requirements. If you leave before the I-140 is approved, you may not get anything out of the process. However, if you leave after the I-140 is approved, you can carry forward your priority date.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for EB-2 with my master's degree in biomedical engineering and my current job as a senior consultant? If I change employers during the GC application, will I have to start from the beginning?\",\n", + "\"_answer\": \"It is possible that you could be eligible for EB-2 depending on your qualifications and the job requirements. If you leave before the I-140 is approved, you may not benefit from the process. However, if you leave after the I-140 is approved, you can retain your priority date.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have a master's degree in biomedical engineering and work as a senior consultant in a company that implements EQMS for biologics, medical device and pharma companies, am I eligible for EB-2? If I switch employers during the GC application, do I have to start over?\",\n", + "\"_answer\": \"You may be able to qualify for EB-2 depending on your qualifications and the job requirements. If you leave before the I-140 is approved, you may not gain anything from the process. But if you leave after the I-140 is approved, you can keep your priority date.\"} \n", + "\n", + "\n", + "\n", + "52 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I switch jobs after I-140 approval? I'm in my fifth year of H1-B status. My current employer has filed for my permanent residency in the EB-3 category, since I didn't have five years of experience (EB-3 has a six year backlog, but EB-2 is current for me). Is it possible to wait for I-140 approval, get a three year extension with my current employer, and then switch jobs? Will I be able to get three more years on H1 with a new employer?\",\n", + "\"_answer\": \"It is possible and common for a new employer (Employer B) to get an H-1 extension based on the I-140 approval of the previous employer (Employer A). You should discuss the details with an attorney.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I change jobs after I-140 is approved? I'm in my fifth year on H1-B. My current employer has filed for my green card in the EB-3 category, since I didn't have five years of experience (EB-3 has a six year backlog, but EB-2 is current for me). Is it feasible to wait for I-140 approval, get a three year extension with my current employer, and then switch employers? Will I be able to get three more years on H1 with a new employer?\",\n", + "\"_answer\": \"It is possible and common for a different employer (Employer B) to get an H-1 extension based on the I-140 approval of the original employer (Employer A). You should consult with a lawyer about the details.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I switch jobs after I-140 is accepted? I'm in my fifth year of H1-B status. My current employer has filed for my permanent residency in the EB-3 category, since I didn't have five years of experience (EB-3 has a six year backlog, but EB-2 is current for me). Is it possible to wait for I-140 approval, get a three year extension with my current employer, and then change jobs? Will I be able to get three more years on H1 with a new employer?\",\n", + "\"_answer\": \"It is possible and common for a different employer (Employer B) to get an H-1 extension based on the I-140 approval of the original employer (Employer A). You should speak to a lawyer about the specifics.\"} \n", + "\n", + "\n", + "\n", + "53 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I need to wait for a promotion before starting the green card process in order to qualify for EB-2? Is a Bachelor's degree plus five years of post-Bachelor's experience or a Master's degree plus two years of experience sufficient for a Senior level position? Does the job description need to specify Bachelor's plus five years or Master's plus two years?\",\n", + "\"_answer\": \"You should consult with your legal counsel to determine when to file. For EB-2, either a Master's degree or a Bachelor's degree plus five years of post-Bachelor's experience is required to qualify.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Should I wait for a promotion before beginning the green card process to be eligible for EB-2? Is a Bachelor's degree and five years of post-Bachelor's experience or a Master's degree and two years of experience enough for a Senior level job? Does the job description need to state Bachelor's plus five years or Master's plus two years explicitly?\",\n", + "\"_answer\": \"You should speak with your attorneys to decide when to file. For EB-2, either a Master's degree or a Bachelor's degree plus five years of post-Bachelor's experience is necessary to qualify.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Should I postpone the green card process until I get a promotion to qualify for EB-2? Is a Bachelor's degree and five years of post-Bachelor's experience or a Master's degree and two years of experience sufficient for a Senior level position? Does the job description need to explicitly mention Bachelor's plus five years or Master's plus two years?\",\n", + "\"_answer\": \"You should consult with your legal advisors to decide when to file. For EB-2, either a Master's degree or a Bachelor's degree plus five years of post-Bachelor's experience is required to qualify.\"} \n", + "\n", + "\n", + "\n", + "54 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for EB2? I have a Bachelor of Business Administration (3 years) and a Higher Diploma in Software Engineering (2 years) and 10 years of experience, 7.5 of which are in the required job description.\",\n", + "\"_answer\": \"It depends. If the diploma is a postgraduate degree (not available to undergraduates) and is recognized, you may be eligible for EB-2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for EB2? I have a Bachelor of Business Administration (3 years) and a Higher Diploma in Software Engineering (2 years) and 10 years of experience, 7.5 of which are in the required job description.\",\n", + "\"_answer\": \"It depends. If the diploma is a postgraduate qualification (not available to undergraduates) and is accepted, you may be eligible for EB-2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2? I have a Bachelor of Business Administration (3 years) and a Higher Diploma in Software Engineering (2 years) and 10 years of experience, 7.5 of which are in the required job description.\",\n", + "\"_answer\": \"It depends. If the diploma is a postgraduate program (not available to undergraduates) and is acknowledged, you may be eligible for EB-2.\"} \n", + "\n", + "\n", + "\n", + "55 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified to apply for a green card under the EB2 category? I have a B.Sc. in Computer Science (3 years) and an M.Sc. in Computer Science (2 years). I have 9 years of experience as a Technical Architect and Lead (managing 5-20 people). My M.Sc. was evaluated as equivalent to a US Master's degree for an H1 visa. Is this enough?\",\n", + "\"_answer\": \"If your Bachelor's and Master's degrees are in the same field and are related to your job, then EB-2 should be suitable.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for EB2 green card eligibility? I have a B.Sc. in Computer Science (3 years) and an M.Sc. in Computer Science (2 years). I have 9 years of experience as a Technical Architect and Lead (overseeing 5-20 people). My M.Sc. was evaluated as equal to a US Master's degree for an H1 visa. Am I eligible?\",\n", + "\"_answer\": \"If your Bachelor's and Master's degrees are in the same field and are related to your work, then EB-2 should be suitable.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for a green card under the EB2 category? I have a B.Sc. in Computer Science (3 years) and an M.Sc. in Computer Science (2 years). I have 9 years of experience as a Technical Architect and Lead (leading 5-20 people). My M.Sc. was evaluated as equivalent to a US Master's degree for an H1 visa. Is this enough?\",\n", + "\"_answer\": \"If your Bachelor's and Master's degrees are in the same field and are related to your occupation, then EB-2 should work.\"} \n", + "\n", + "\n", + "\n", + "56 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I port my EB3 I-485 with a PD of 06/2006 to an EB2 if my employer is willing to file for me? What is the minimum wage for the EB2 category? Will my current company experience count for the new EB2 category? Any advice on the job responsibilities for EB2?\",\n", + "\"_answer\": \"In theory, this is doable. As for the practical implications, you should consult with the attorneys who will be handling your second green card application.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I transfer my EB3 I-485 with a PD of 06/2006 to an EB2 if my employer is willing to file for me? What is the minimum wage for the EB2 category? Does my current company experience count for the new EB2 category? Any tips on the job responsibilities for EB2?\",\n", + "\"_answer\": \"It is theoretically possible. As for the practical implications, you need to speak with the lawyers who will be representing you in the second green card process.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to move my EB3 I-485 with a PD of 06/2006 to an EB2 if my employer is willing to file for me? What is the minimum wage for the EB2 category? Will my current company experience be applicable to the new EB2 category? Any advice on the job responsibilities for EB2?\",\n", + "\"_answer\": \"In theory, this is feasible. As for the practical implications, you must consult with the attorneys who will be handling your second green card application.\"} \n", + "\n", + "\n", + "\n", + "57 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the criteria for EB2 with my MS in Electrical Engineering and 3 years of experience?\",\n", + " \"_answer\": \"Yes, you are eligible for EB2, unless the job requirements are lower than a bachelor's degree and 5 years of experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for EB2 with my Master's in Electrical Engineering and 3 years of experience?\",\n", + " \"_answer\": \"Yes, you can apply for EB2, unless the job requirements are lower than a bachelor's degree and 5 years of experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2 with my Master's in Electrical Engineering and 3 years of experience?\",\n", + " \"_answer\": \"Yes, you fulfill the criteria for EB2, unless the job requirements are less than a bachelor's degree and 5 years of experience.\"} \n", + "\n", + "\n", + "\n", + "58 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2 if I have a Master's in Computer Science from the US and 6 months of experience prior to my current job?\",\n", + "\"_answer\": \"If the job requires a Master's degree, then yes.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I get an EB2 visa if I have a Master's in Computer Science from the US and 6 months of experience before my current job?\",\n", + "\"_answer\": \"It depends on if the job requires a Master's degree or not, but if it does, then yes.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for EB2 if I have a Master's in Computer Science from the US and 6 months of experience before my current job?\",\n", + "\"_answer\": \"It depends on the job requirements, but if a Master's degree is necessary, then yes.\"} \n", + "\n", + "\n", + "\n", + "59 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are the prospects of me getting a green card through the EB-2 category after I finish my PhD in semiconductor devices and get a job in the industry?\",\n", + "\"_answer\": \"Your chances of obtaining a green card through EB-2 are quite good.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I am in my last year of a PhD in semiconductor devices at a US university. I have done my MS from the same university and have around 5 first author publications. What are the odds of me getting a green card through the EB-2 category once I get a job in the industry?\",\n", + "\"_answer\": \"You have a strong likelihood of getting a green card through EB-2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I am close to completing my PhD in semiconductor devices at a university in the US. I have a MS from the same university and 5 first author publications. What are the possibilities of me getting a green card through the EB-2 category after I get a job in the industry?\",\n", + "\"_answer\": \"Your chances of getting a green card through EB-2 are quite high.\"} \n", + "\n", + "\n", + "\n", + "60 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to transfer my PD from EB3 to EB2? I filed my PERM under the EB3 category on October 1, 2008 and received an audit. According to the current PERM dates, they are processing audits from August 2008. Can I file with the same employer under EB2? If so, can I keep my EB3 file running in parallel? Is there a way to transfer my PD from EB3 to EB2 after I-140 approval if I file a new EB2? I have already completed four years and two months on H1B. Can you suggest if I can change my employer now to file for EB2?\",\n", + "\"_answer\": \"It is not possible to have two PERM applications for the same individual for different jobs with the same company. However, you cannot transfer your PD until the I-140 is approved. I see no issue with changing jobs right away. You may have just enough time.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I move my PD from EB3 to EB2? I submitted my PERM under the EB3 category on October 1, 2008 and got an audit. According to the current PERM dates, they are processing audits from August 2008. Is it possible to file with the same employer under EB2? If so, can I keep my EB3 file running in parallel? Is there a way to transfer my PD from EB3 to EB2 after I-140 approval if I file a new EB2? I have already completed four years and two months on H1B. Can you suggest if I can switch my employer now to file for EB2?\",\n", + "\"_answer\": \"It is not feasible to have two PERM applications for the same individual for different jobs with the same company. However, you cannot move your PD until the I-140 is approved. I see no issue with changing jobs right away. You may have just enough time.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to transfer my PD from EB3 to EB2? I filed my PERM under the EB3 category on October 1, 2008 and received an audit. According to the current PERM dates, they are processing audits from August 2008. Can I file with the same employer under EB2? If so, can I keep my EB3 file running in parallel? Is there a way to move my PD from EB3 to EB2 after I-140 approval if I file a new EB2? I have already completed four years and two months on H1B. Can you suggest if I can change my employer now to file for EB2?\",\n", + "\"_answer\": \"It is not logical to have two PERM applications for the same individual for different jobs with the same company. However, you cannot transfer your PD until the I-140 is approved. I see no issue with changing jobs right away. You may have just enough time.\"} \n", + "\n", + "\n", + "\n", + "61 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2 with my qualifications?\",\n", + "\"_answer\": \"It is unlikely that you would qualify for EB2 with a 3-year bachelor's degree, certification as a software architect, 15+ years of experience, and a salary of 100k+.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for EB2 with my credentials?\",\n", + "\"_answer\": \"It is unlikely that you would be eligible for EB2 with a 3-year bachelor's degree, certification as a software architect, 15+ years of experience, and a salary of 100k+.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for EB2?\",\n", + "\"_answer\": \"It is unlikely that you meet the requirements for EB2 with a 3-year bachelor's degree, certification as a software architect, 15+ years of experience, and a salary of 100k+.\"} \n", + "\n", + "\n", + "\n", + "62 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to apply for EB2 Schedule A despite the recent denial of my PERM application due to layoffs in my company?\",\n", + "\"_answer\": \"If you meet the qualifications, you can submit a Schedule A application without any delay.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I still apply for EB2 Schedule A despite the denial of my PERM application caused by the layoffs in my company?\",\n", + "\"_answer\": \"If you are eligible, you can submit the Schedule A application right away without any issues.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Given the recent denial of my PERM application due to layoffs in my company, can I still apply for EB2 Schedule A?\",\n", + "\"_answer\": \"If you are qualified, you can go ahead and file the Schedule A application without any problems.\"} \n", + "\n", + "\n", + "\n", + "63 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2? I have a B.Tech in engineering from India and over 13 years of experience in IT. I am currently an IT architect and my company is ready to process my green card. Am I eligible?\",\n", + "\"_answer\": \"It appears that you meet the qualifications for EB2, given that your B.Tech is a 4-year degree.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for EB2? I have a B.Tech in engineering from India and more than 13 years of experience in IT. I am an IT architect now and my company is ready to process my green card. Can I apply?\",\n", + "\"_answer\": \"It looks like you are eligible for EB2, as long as your B.Tech is a 4-year degree.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for EB2? I have a B.Tech in engineering from India and over 13 years of experience in IT. I am an IT architect now and my company is willing to process my green card. Am I able to apply?\",\n", + "\"_answer\": \"It seems that you are qualified for EB2, provided that your B.Tech is a 4-year degree.\"} \n", + "\n", + "\n", + "\n", + "64 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for EB-2 if I have a 4 year US Bachelors degree, a 2 year Masters degree in Chemistry, and have been working on an H-1B for the same US university as a research associate for 2 years, with my publications (2-3) still pending and me being secondary on most of them?\",\n", + "\"_answer\": \"Yes, you qualify for EB-2, however whether or not a promotion is necessary is something that your lawyer and the employer must decide. Any position that requires a Masters or Bachelors degree plus 5 years of progressively responsible experience is eligible for EB-2 filing.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have a 4 year US Bachelors degree in Chemistry, a 2 year Masters degree, and have been working on an H-1B for the same US university as a research associate for 2 years, with my publications (2-3) still pending and me being secondary on most of them. Do I meet the requirements for EB-2?\",\n", + "\"_answer\": \"Yes, you are eligible for EB-2. Whether or not a promotion is necessary is something that your lawyer and the employer must decide. Any position that requires a Masters or Bachelors degree plus 5 years of progressively responsible experience is qualified for EB-2 filing.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have a 4 year US Bachelors degree in Chemistry, a 2 year Masters degree, and have been working on an H-1B for the same US university as a research associate for 2 years, with my publications (2-3) still pending and me being secondary on most of them. Am I qualified for EB-2?\",\n", + "\"_answer\": \"Yes, you are qualified for EB-2. Whether or not a promotion is needed is something that your lawyer and the employer must decide. Any position that requires a Masters or Bachelors degree plus 5 years of progressively responsible experience is eligible for EB-2 filing.\"} \n", + "\n", + "\n", + "\n", + "65 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for EB2? I completed my BSc in Computer Science from St. Xaviers Mumbai and my MCA from REC Trichy. I have 7 years of experience in the IT industry and my employer is filing my Green Card. Is this enough for EB2?\",\n", + "\"_answer\": \"Yes, you meet the requirements for EB2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2? I have a BSc in Computer Science from St. Xaviers Mumbai and an MCA from REC Trichy. I have 7 years of work in the IT industry and my employer is filing for my Green Card. Am I eligible?\",\n", + "\"_answer\": \"Yes, you are eligible for EB2.\"} \n", + "\n", + "\n", + "\n", + "66 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for an EB-2 green card if I have a BSc and a BTech, both 3 years long, plus 8 years of experience, and the position requires a MS or a BS plus 5 years of experience?\",\n", + "\"_answer\": \"It appears unlikely that you would be eligible for an EB-2 green card, as combining two 3-year bachelor's degrees is usually not allowed.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for an EB-2 green card if I have a BSc and a BTech, both 3 years long, plus 8 years of experience, and the job requires a MS or a BS plus 5 years of experience?\",\n", + "\"_answer\": \"It is unlikely that you would meet the criteria for an EB-2 green card, as it is generally not permissible to combine two 3-year bachelor's degrees.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for an EB-2 green card if I have a BSc and a BTech, both 3 years long, plus 8 years of experience, and the position requires a MS or a BS plus 5 years of experience?\",\n", + "\"_answer\": \"It is unlikely that you would qualify for an EB-2 green card, as combining two 3-year bachelor's degrees is usually not allowed.\"} \n", + "\n", + "\n", + "\n", + "67 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2 with my educational background?\",\n", + "\"_answer\": \"It is likely that you would qualify for EB2 with your 3 year bachelor's degree and 2 year master's degree, as long as the two degrees are in the same or similar fields.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I combine my educational degrees for EB2?\",\n", + "\"_answer\": \"Yes, you can combine your 3 year bachelor's degree and 2 year master's degree to meet the requirements of EB2, as long as the two degrees are in the same or similar fields.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the minimum educational requirement for EB2?\",\n", + "\"_answer\": \"The minimum educational requirement for EB2 is a 4 year bachelor's degree, or a combination of a 3 year bachelor's degree and a 2 year master's degree in the same or similar fields.\"} \n", + "\n", + "\n", + "\n", + "68 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the timeline for green card processing and EB2 if I have a US Masters degree and am currently employed by Company A? I am on an H1-B visa and it will expire in a month. I am trying to make an informed decision about whether to pursue the green card or change jobs. Is there a way to expedite the process?\",\n", + "\"_answer\": \"For people from countries with an EB2 backlog, the timeline can range from 3-4 years or longer, depending on various factors. The advantage of getting to the I-140 approval stage is that you can transfer your priority date to a new employer and get an H-1B extension beyond six years.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have a Masters degree from the US and I think I qualify for the EB2 category for a green card. I am currently employed by Company A and I am trying to decide if I should go ahead with the green card process or look for a new job. My H1-B visa will expire in a month. How long will the process take if I start it now? Is there a way to speed it up?\",\n", + "\"_answer\": \"For individuals from countries with an EB2 backlog, the timeline can range from 3-4 years or longer, depending on various factors. An advantage of reaching the I-140 approval stage is that you can transfer your priority date to a new employer and get an H-1B extension beyond six years.\"} \n", + "\n", + "\n", + "\n", + "69 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can my current employer sponsor me for EB2 after they promote me to clinical specialist, even if I have only 1 year and 1/2 experience with them?\",\n", + "\"_answer\": \"It is possible to use the experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. A qualified lawyer can help you assess the chances.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I am promoted to clinical specialist by my current employer, can they still sponsor me for EB2, even though I only have 1 year and 1/2 experience with them?\",\n", + "\"_answer\": \"Under the current law, it is possible to use the experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. Consulting a lawyer is the best way to determine the chances of success.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If my employer promotes me to clinical specialist, can they still sponsor me for EB2, even though I have only 1 year and 1/2 experience with them?\",\n", + "\"_answer\": \"The law allows for the use of experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. A legal expert can help you assess the chances of success.\"} \n", + "\n", + "\n", + "\n", + "70 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for EB2? I have a B.Tech in Electronics from India in 2004 and a combined experience of 6 years (3 years in India and 3 years in the US). Is it necessary to have 5 years of experience outside of the US?\",\n", + "\"_answer\": \"Given your four-year degree and more than five years of post-degree experience, you should have a good chance of qualifying for EB2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2? I have a B.Tech in Electronics from India in 2004 and a total of 6 years of experience (3 years in India and 3 years in the US). Is it a must to have 5 years of experience outside of the US?\",\n", + "\"_answer\": \"With your four-year degree and more than five years of post-degree experience, you should be able to have a shot at EB2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for EB2? I have a B.Tech in Electronics from India in 2004 and a combined experience of 6 years (3 years in India and 3 years in the US). Is it required to have 5 years of experience outside of the US?\",\n", + "\"_answer\": \"Given your four-year degree and more than five years of post-degree experience, you should have a good chance of meeting the criteria for EB2.\"} \n", + "\n", + "\n", + "\n", + "71 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Does volunteer work count as experience for EB2? I have a BSOT and did two years of OT volunteer work in an adult setting in my home country, but I was not yet licensed for the first six months. Would that count towards the five years of experience?\",\n", + "\"_answer\": \"Generally, for EB2, there is no requirement that I am aware of that necessitates paid experience. Volunteer experience could be taken into consideration.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Does volunteer work count towards the five years of experience for EB2? I have a BSOT and did two years of OT volunteer work in an adult setting in my home country, but I was not yet licensed for the first six months.\",\n", + "\"_answer\": \"Generally, for EB2, there is no requirement that I know of that requires paid experience. Volunteer experience could be taken into account.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Does volunteer work count as experience for EB2? I have a BSOT and did two years of OT volunteer work in an adult setting in my home country, but I was not yet licensed for the first six months. Does that count towards the five years of experience?\",\n", + "\"_answer\": \"Generally, for EB2, there is no requirement that I am aware of that mandates paid experience. Volunteer experience could potentially be used.\"} \n", + "\n", + "\n", + "\n", + "72 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for EB2? I have a Bachelor's degree in Computer Science Engineering and I am currently working as a Subject Matter Expert in the US on an L1B visa with 4 years of experience. I have also completed two Microsoft certifications and AICPCU certifications. Can I apply for a green card under the EB2 category?\",\n", + "\"_answer\": \"You must have 5 years of experience after your Bachelor's degree to be eligible. Certifications do not usually count.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for EB2? I have a Bachelor's degree in Computer Science Engineering and I am currently employed as a Subject Matter Expert in the US on an L1B visa with 4 years of experience. I have also obtained two Microsoft certifications and AICPCU certifications. Can I apply for a green card under the EB2 category?\",\n", + "\"_answer\": \"You must have 5 years of experience following your Bachelor's degree to qualify. Certifications are usually not considered.\"} \n", + "\n", + "\n", + "\n", + "73 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"If one has an approved I-140, is it necessary to switch to a similar job in order to preserve the priority date?\",\n", + "\"_answer\": \"No, the job does not have to be the same. The green card application must be restarted, but the priority date can be transferred to any job and category (EB1, EB2, EB3).\"}\n", + "\n", + "######\n", + "{\"_question\": \"If an individual has an approved I-140, is it mandatory to switch to a comparable job to maintain the priority date?\",\n", + "\"_answer\": \"No, the job does not have to be comparable. The green card process must be restarted, but the priority date can be transferred to any job and category (EB1, EB2, EB3).\"}\n", + "\n", + "######\n", + "{\"_question\": \"If someone has an approved I-140, is it necessary to move to a comparable job to save the priority date?\",\n", + "\"_answer\": \"No, the job does not have to be comparable. The green card application must be restarted, but the priority date can be ported to any job and category (EB1, EB2, EB3).\"} \n", + "\n", + "\n", + "\n", + "74 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for EB2 if the job I am in requires a Bachelor's degree and 5 years of post-Bachelor's experience? Is the concept of 'cross chargeability' applicable to my green card application? If so, how can I take advantage of it?\",\n", + "\"_answer\": \"Yes, you are eligible to file an EB2 application if the role requires a Bachelor's degree plus 5 years of work experience. Cross chargeability is applicable to your green card application, and you should discuss the details with your lawyers.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2 if the job I am in requires a Bachelor's degree and 5 years of post-Bachelor's experience? Is the concept of 'cross chargeability' applicable to my green card application? If so, what is the best way to take advantage of it?\",\n", + "\"_answer\": \"Yes, you meet the requirements to apply for EB2 if the role requires a Bachelor's degree plus 5 years of work experience. Cross chargeability is applicable to your green card application, and you should consult with your lawyers to learn how to benefit from it.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible to file an EB2 application if the job I am in requires a Bachelor's degree and 5 years of post-Bachelor's experience? Is the concept of 'cross chargeability' applicable to my green card application? If so, how can I make use of it?\",\n", + "\"_answer\": \"Yes, you can apply for EB2 if the role requires a Bachelor's degree plus 5 years of work experience. Cross chargeability is applicable to your green card application, and you should speak to your lawyers to find out how to take advantage of it.\"} \n", + "\n", + "\n", + "\n", + "75 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for an EB2 visa with a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in OT from the US?\",\n", + "\"_answer\": \"It is possible to be eligible for an EB2 visa if your job requires an advanced degree.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for an EB2 visa if I have a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in OT from the US?\",\n", + "\"_answer\": \"Yes, you may be eligible for an EB2 visa if your job requires an advanced degree.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I get an EB2 visa if I have a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in OT from the US?\",\n", + "\"_answer\": \"It is possible to be approved for an EB2 visa if your job requires an advanced degree.\"} \n", + "\n", + "\n", + "\n", + "76 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"I am an Indian citizen and my wife is a Russian citizen, born in Russia. We are both applying for green cards. Can I use her country's priority date (\"current\" as of today) for the green card application?\",\n", + "\"_answer\": \"Yes, that is possible. This is referred to as 'cross changeability'.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I am an Indian citizen and my wife is a Russian citizen. We are both applying for green cards. Is it possible to use her country's priority date (\"current\" as of today) for the green card application?\",\n", + "\"_answer\": \"Yes, that is allowed. This is known as 'cross changeability'.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I am an Indian citizen and my wife is a Russian citizen. We are both applying for green cards. Can I use her country's priority date (\"current\" as of today) for the green card application?\",\n", + "\"_answer\": \"Yes, that is doable. This is referred to as 'cross changeability'.\"} \n", + "\n", + "\n", + "\n", + "77 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I be eligible for an EB2 if my employer advertises a new job with a master's degree requirement after I am hired?\",\n", + "\"_answer\": \"No, you will not be able to meet the criteria for an EB2 unless the job also legitimately requires a post graduate degree or bach. with five years of experience at a minimum.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I am hired for a state job that requires a bachelor's degree and one year of experience, but I have a US-based master's degree, can I be eligible for an EB2?\",\n", + "\"_answer\": \"No, you will not qualify for an EB2 unless the job also legitimately requires a post graduate degree or bach. with five years of experience at a minimum.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If my employer changes the job requirements to include a master's degree after I am hired, will I be eligible for an EB2?\",\n", + "\"_answer\": \"No, you will not be able to meet the criteria for an EB2 unless the job also legitimately requires a post graduate degree or bach. with five years of experience at a minimum.\"} \n", + "\n", + "\n", + "\n", + "78 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2 with an online masters degree?\", \n", + "\"_answer\": \"The most important factor is to determine if the degree is accredited. Speak with the school to find out.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for EB2 with a distance learning masters degree?\", \n", + "\"_answer\": \"The key is to check if the degree is accredited. Consult with the school to find out.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I get EB2 with a masters degree earned online?\", \n", + "\"_answer\": \"The primary concern is to verify if the degree is accredited. Reach out to the school to learn more.\"} \n", + "\n", + "\n", + "\n", + "79 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"To be eligible for EB-2 status under advanced degrees, is it enough to have a Master's degree from a US university or must the job require it?\",\n", + "\"_answer\": \"The job must also necessitate EB-2 level qualifications.\"}\n", + "\n", + "######\n", + "{\"_question\": \"To qualify for EB-2 under advanced degrees, is it enough to have a Master's degree from a US university or must the job demand it?\",\n", + "\"_answer\": \"The job must also call for EB-2 level qualifications.\"}\n", + "\n", + "######\n", + "{\"_question\": \"To be eligible for EB-2 status under advanced degrees, is it sufficient to have a Master's degree from a US university or must the job necessitate it?\",\n", + "\"_answer\": \"The job must also require EB-2 level qualifications.\"} \n", + "\n", + "\n", + "\n", + "80 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is there any issue with my educational background for the I-140 application, given that my PERM is approved under EB2? I have a 3-year diploma, 3-year B.Tech, 1.5-year M.Tech, and 8 years of experience at the time of PERM, and all my education is from India.\",\n", + "\"_answer\": \"It depends on the specifics, but generally speaking, if the B.Tech is supposed to be a 4-year degree and you got it in three due to your diploma, you should be okay.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Given that my PERM is approved under EB2, is there any problem with my educational background for the I-140 application? I have a 3-year diploma, 3-year B.Tech, 1.5-year M.Tech, and 8 years of experience at the time of PERM, and all my education is from India.\",\n", + "\"_answer\": \"It varies, but usually, if the B.Tech is supposed to be a 4-year degree and you got it in three because of your diploma, you should be in the clear.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If my PERM is approved under EB2, is there any issue with my educational background for the I-140 application? I have a 3-year diploma, 3-year B.Tech, 1.5-year M.Tech, and 8 years of experience at the time of PERM, and all my education is from India.\",\n", + "\"_answer\": \"It depends on the details, but generally, if the B.Tech is supposed to be a 4-year degree and you got it in three due to your diploma, you should be fine.\"} \n", + "\n", + "\n", + "\n", + "81 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the typical amount of time it takes to get a green card through the EB2 category? I have a Master's in International Business and 7 years of experience in the US and EU. I have a job offer from the US and I would like to submit the petition.\",\n", + "\"_answer\": \"The biggest holdup for most people is the priority date movement. Have a look at the Visa Bulletin and the Perm Processing Times. That should give you a good idea of the timeline.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the average duration to get a green card through the EB2 category? I have a Master's in International Business and 7 years of experience in the US and EU. I have a job offer from the US and I would like to file the application.\",\n", + "\"_answer\": \"The biggest delay for most people is in the priority date movement. Check out the Visa Bulletin and the Perm Processing Times. That should give you a good idea of the timeline.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the average time it takes to get a green card through the EB2 category? I have a Master's in International Business and 7 years of experience in the US and EU. I have a job offer from the US and I would like to submit the petition.\",\n", + "\"_answer\": \"The biggest obstacle for most people is the priority date movement. Have a look at the Visa Bulletin and the Perm Processing Times. That should give you a good idea of the timeframe.\"} \n", + "\n", + "\n", + "\n", + "82 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for EB-2 eligibility? I have a Bachelor's degree in Computing from the UK, which was a three year course, and a Master's degree from the UK in Computing, which was a one year course. Will this be enough to qualify for EB-2?\",\n", + "\"_answer\": \"It is impossible to say for certain. It all depends on the type of degrees and the language used in the Form I-9089.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Will I be eligible for EB-2? I have a Bachelor's degree in Computing from the UK, which was a three year course, and a Master's degree from the UK in Computing, which was a one year course. Is this enough to meet the requirements?\",\n", + "\"_answer\": \"It is not possible to predict. It all depends on the type of degrees and the language used in the Form I-9089.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for EB-2? I have a Bachelor's degree in Computing from the UK, which was a three year course, and a Master's degree from the UK in Computing, which was a one year course. Is this sufficient to qualify?\",\n", + "\"_answer\": \"It is not possible to tell. It all depends on the type of degrees and the language used in the Form I-9089.\"} \n", + "\n", + "\n", + "\n", + "83 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I use cross chargeability if I was born in India and have an approved EB2 I-140, but my priority date is from November 2008? If I marry someone from a country other than India or China, can we both file for I-485 right away?\",\n", + "\"_answer\": \"Cross chargeability is an option if your spouse was born in a country other than India. Your spouse can only file for I-485 if they are in the US.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I was born in India and have an EB2 I-140 that has been approved, but my priority date is from November 2008. Can I use cross chargeability in this case? If I marry someone from a different country than India or China, can we both submit I-485 applications immediately?\",\n", + "\"_answer\": \"Cross chargeability is a possibility if your partner was born in a country other than India. They can only submit an I-485 if they are in the US.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I am an H1B holder, born in India, with an approved EB2 I-140 but I cannot apply for I-485 since my priority date is from November 2008. Is cross-chargeability applicable in this case if I marry someone from a country other than India or China? Is it okay if my partner is not in the US right now or on a different visa category than H1B? Will marrying enable us to file for I-485 right away?\",\n", + "\"_answer\": \"Cross changeability is a possibility if your spouse was born in a country other than India. They can only file their I-485 if they are in the US.\"} \n", + "\n", + "\n", + "\n", + "84 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I still be refused by the US Embassy despite having my EB2 approved by USCIS?\",\n", + "\"_answer\": \"It is not likely, but it is a possibility.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is there a chance of being denied by the US Embassy even after my EB2 was approved by USCIS?\",\n", + "\"_answer\": \"It is not probable, but it is a possibility.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is there a risk of being rejected by the US Embassy after my EB2 was approved by USCIS?\",\n", + "\"_answer\": \"It is not probable, but it is a possibility.\"} \n", + "\n", + "\n", + "\n", + "85 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the eligibility criteria for EB-2 US Masters Degree for a technology professional with nearly 9 years of work experience?\",\n", + "\"_answer\": \"If you have earned a master's degree by the time you file your perm, you should be eligible to apply for EB-2 US Masters Degree.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for EB-2 US Masters Degree with my MBA in Finance?\",\n", + "\"_answer\": \"Yes, as long as you have earned the degree by the time you file your perm, you should be able to get EB-2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Will my previous experience be taken into consideration when applying for EB-2 US Masters Degree?\",\n", + "\"_answer\": \"Yes, as long as you have earned the degree by the time you file your perm, your previous experience should be evaluated.\"} \n", + "\n", + "\n", + "\n", + "86 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can company B refile an I-140 using the labor certificate from company A?\",\n", + "\"_answer\": \"It is possible to refile the I-140 under EB2 with the labor certificate from company A and transfer the priority date.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to use the labor certificate from company A to refile the I-140 under EB2?\",\n", + "\"_answer\": \"Yes, it is possible to refile the I-140 under EB2 with the labor certificate from company A and transfer the priority date.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can company B use the labor certificate from company A to refile the I-140?\",\n", + "\"_answer\": \"Yes, it is possible to utilize the labor certificate from company A to refile the I-140 under EB2 and transfer the priority date.\"} \n", + "\n", + "\n", + "\n", + "87 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"I have a 10+3.5 years diploma and 3 years BS. I studied computer engineering for the diploma and information systems (BITS) for the BS. My labor certification is in the process under the EB2 category. I am concerned that my I-140 might be denied due to my education. Mr. Khanna, do you have any successful cases with a diploma and BS?\",\n", + "\"_answer\": \"I understand your worry. These types of cases can be difficult to get approved. I am not able to comment on your specific situation since I do not know the details. I suggest you talk to your lawyers and if possible, get a written response.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have a 10+3.5 years diploma and 3 years BS. I studied computer engineering for the diploma and information systems (BITS) for the BS. My labor certification is in the process under the EB2 category. I am worried that my I-140 might be denied due to my education. Mr. Khanna, do you have any approval cases with a diploma and BS?\",\n", + "\"_answer\": \"I can understand your apprehension. These types of cases can be hard to get approved. I cannot comment on your particular case since I do not know the facts. I recommend you speak to your lawyers and if possible, get a written reply.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have a 10+3.5 years diploma plus 3 years BS. I did 3.5 years diploma in computer engineering plus 3 years BS in information systems (BITS). My labor is in the process under EB2 catageory. I am concerned that my I-140 is going to be denied because of my education. Mr. Khanna, do you have any approval cases with a diploma and BS?\",\n", + "\"_answer\": \"I sympathize with your worry. These types of cases can be difficult to get approved. I am unable to comment on your particular situation since I do not know the details. I suggest you consult with your lawyers and if possible, get a response in writing.\"} \n", + "\n", + "\n", + "\n", + "88 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are the odds of my EB1 extraordinary ability petition being approved on the second filing?\",\n", + "\"_answer\": \"It is impossible to determine without knowing the specifics of your case.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the likelihood of my EB1 extraordinary ability application being accepted on the second attempt?\",\n", + "\"_answer\": \"It is impossible to say without having access to the details of your case.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the chances of my EB1 extraordinary ability petition being accepted on the second filing?\",\n", + "\"_answer\": \"It is impossible to predict without having knowledge of your case.\"} \n", + "\n", + "\n", + "\n", + "89 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for an EB2 visa? I have a Bachelor's degree, completed a medical program which is equivalent to a Master's degree, and have been a faculty member/administrator at a top nursing school in Manila for five years. I am also a PhD student in a top university in Manila majoring in biology. Is EB2 a family-based petition? My parents live in New Jersey.\", \n", + "\"_answer\": \"EB stands for employment-based. To be eligible for an EB2 visa, you must have a post-graduate degree (by US standards) or a 4-year Bachelor's degree with five years of progressively responsible experience. You should speak to your lawyer about applying for an EB2 and transferring your priority date.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for an EB2 visa? I have a Bachelor's degree, and I have completed a medical program which is equivalent to a Master's degree. I have been a faculty member/administrator at a top nursing school in Manila for five years and I am also a PhD student in a top university in Manila majoring in biology. Is EB2 a family-based petition? My parents live in New Jersey.\", \n", + "\"_answer\": \"EB stands for employment-based. To be eligible for an EB2 visa, you must have a post-graduate degree (by US standards) or a 4-year Bachelor's degree with five years of progressively responsible experience. You should consult with your lawyer about applying for an EB2 and transferring your priority date.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I able to apply for an EB2 visa? I have a Bachelor's degree, and I have completed a medical program which is equivalent to a Master's degree. I have been a faculty member/administrator at a top nursing school in Manila for five years and I am also a PhD student in a top university in Manila majoring in biology. Is EB2 a family-based petition? My parents live in New Jersey.\", \n", + "\"_answer\": \"EB stands for employment-based. To be eligible for an EB2 visa, you must have a post-graduate degree (by US standards) or a 4-year Bachelor's degree with five years of progressively responsible experience. You should discuss with your lawyer about applying for an EB2 and transferring your priority date.\"} \n", + "\n", + "\n", + "\n", + "90 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I need to wait to get my diploma before I can apply for EB2?\",\n", + "\"_answer\": \"Generally, immigration law looks at when the degree was finished, not when the diploma was given. Consult with your attorneys.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I use my official transcript to apply for EB2 or do I need to wait until I get my diploma?\",\n", + "\"_answer\": \"Generally, immigration law looks at when the degree was accomplished - not when the diploma was issued. Speak with your legal advisors.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I need to wait until I get my diploma to apply for EB2 or can I use my official transcript?\",\n", + "\"_answer\": \"Generally, immigration law focuses on when the degree was completed - not when the diploma was conferred. Consult with your lawyers.\"} \n", + "\n", + "\n", + "\n", + "91 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the risk of my education being denied when filing under EB-2?\", \n", + "\"_answer\": \"Your educational qualifications may be scrutinized during the I-140 stage, but USCIS can query any of these matters at any point. I have seen I-140s that were approved initially but later denied at the I-485 stage.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the likelihood of my educational background being rejected when I apply for EB-2?\", \n", + "\"_answer\": \"Your educational qualifications could be examined in depth during the I-140 phase, but USCIS can raise any of these issues at any stage. I have seen cases where I-140s were accepted initially but later denied at the I-485 stage.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the risk of my educational qualifications being denied when filing under EB-2?\", \n", + "\"_answer\": \"Your educational background may be investigated thoroughly at the I-140 stage, but USCIS can raise any of these matters at any point. I have seen I-140s that were approved initially but later denied at the I-485 stage.\"} \n", + "\n", + "\n", + "\n", + "92 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to file for an employment green card in the EB2 category if I have a B.Sc in Physics from India and an MCA in IT from India?\",\n", + "\"_answer\": \"Yes, but make sure your lawyers draft the PERM application carefully so that if EB2 is denied, EB3 should still be approved.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have a B.Sc in Physics from India and an MCA in IT from India, can I apply for an employment green card under the EB2 category?\",\n", + "\"_answer\": \"Yes, but your lawyers should be sure to craft the PERM application carefully so that if EB2 is not accepted, EB3 should still be approved.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for an employment green card in the EB2 category if I have a B.Sc in Physics from India and an MCA in IT from India?\",\n", + "\"_answer\": \"Yes, but your lawyers should be sure to create the PERM application carefully so that if EB2 is denied, EB3 should still be accepted.\"} \n", + "\n", + "\n", + "\n", + "93 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I file for an employment-based green card in the EB2 category if I have a B.Sc in Physics from India and an MCA in IT?\",\n", + "\"_answer\": \"It is feasible, but make sure your attorneys craft the PERM application cautiously, so if EB2 is denied, EB3 should still be accepted.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for an EB2 green card if I have a B.Sc in Physics from India and an MCA in IT?\",\n", + "\"_answer\": \"It is possible, but have your lawyers create the PERM application carefully, so if EB2 is declined, EB3 should still be approved.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for an EB2 green card if I have a B.Sc in Physics from India and an MCA in IT?\",\n", + "\"_answer\": \"It is doable, but make sure your attorneys design the PERM application prudently, so if EB2 is rejected, EB3 should still be granted.\"} \n", + "\n", + "\n", + "\n", + "94 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Does my wife qualify for EB-2 processing with her post-professional degree in occupational therapy?\", \n", + "\"_answer\": \"Occupational therapists do not have a special category like physical therapists, however, it is possible to qualify for EB-2. Consult with her lawyers for more information.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the chances of my wife getting EB-2 processing with her OT degree?\", \n", + "\"_answer\": \"It is possible for occupational therapists to qualify for EB-2, although there is no special category like physical therapists. Your wife should speak to her lawyers for more information.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Does my wife's post-professional degree in OT make her eligible for EB-2 processing?\", \n", + "\"_answer\": \"Occupational therapists do not have a special category like physical therapists, but it is possible to qualify for EB-2. Your wife should consult with her lawyers for more information.\"} \n", + "\n", + "\n", + "\n", + "95 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for an EB-2 green card if I have 3 years of IT experience and am in the process of completing a master's degree?\",\n", + "\"_answer\": \"Yes, you can apply for an EB-2 green card once you finish your master's degree and take up a job that requires such degree or bachelor's plus five years experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have 3 years of experience in the IT field and am in the process of getting my master's degree, am I eligible for an EB-2 green card?\",\n", + "\"_answer\": \"Yes, you can apply for an EB-2 green card once you have completed your master's degree and acquired a job that requires such degree or bachelor's plus five years experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for an EB-2 green card if I have 3 years of IT experience and am in the process of obtaining a master's degree?\",\n", + "\"_answer\": \"Yes, you are eligible to apply for an EB-2 green card once you finish your master's degree and secure a job that requires such degree or bachelor's plus five years experience.\"} \n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "for id, batch_inputs_string in enumerate(qaa_list_encoded):\n", + " print(id, \"\\n\") # \"\\n\\n\\n\", \"input:\\n\", batch_inputs_string, \"\\n\"\n", + " completion_batch = openai.Completion.create(\n", + " prompt=batch_inputs_string, \n", + " model=\"text-davinci-003\",\n", + " temperature = 0.2,\n", + " max_tokens = 1000 # The maximum number of tokens to generate in the completion\n", + " )\n", + " results_string = completion_batch['choices'][0]['text']\n", + " print(results_string, \"\\n\\n\\n\")\n", + " qaa_augmented_raw.append(results_string)" + ] + }, + { + "cell_type": "markdown", + "id": "742c9e49-a5f5-440c-be51-ad395ab241a7", + "metadata": {}, + "source": [ + "#### Generate synthetic data with high temperature" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "6085d004-14b5-48b2-b343-4b0f17112137", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I initiate the green card process if my H-1B is picked in the lottery and I have a masters in engineering management?\",\n", + "\"_answer\": \"Yes, the employer can initiate the green card process even before you join. You can review the salary figures for each county and profession at this link -https://www.flcdatacenter.com/\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have a masters in engineering management and my employer has filed an H-1B, is it possible to start the green card process?\",\n", + "\"_answer\": \"Yes, the employer can begin the green card process at any time, even before you join. You can find the salary caps for EB-2 advanced degree holders by county and profession in this link -https://www.flcdatacenter.com/\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I have the option to initiate the green card process if my employer has submitted an H-1B and I have a masters in engineering management?\",\n", + "\"_answer\": \"Yes, the employer can commence the green card process prior to you joining. You can look up the minimum salary caps for EB-2 advanced degree holders by county and profession in this link -https://www.flcdatacenter.com/\"} \n", + "\n", + "\n", + "\n", + "1 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the eligibility and process for porting from EB-3 to EB-2 for a pending I-485? Is it necessary to file another I-485 application or just a letter to USCIS?\",\n", + "\"_answer\": \"It is possible to upgrade from EB-3 to EB-2 as long as the PERM was filed as an EB-2. If the PERM was filed as an EB-3, then it is not possible to upgrade to EB-2. However, if the PERM was filed as an EB-2, you can file a downgrade second case as EB-3 with the same PERM. For more information, please refer to the FAQs in detail...\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the criteria for and the steps of porting from EB-3 to EB-2 for a pending I-485? Is it necessary to submit another I-485 application or just a letter to USCIS?\",\n", + "\"_answer\": \"It is possible to move up from EB-3 to EB-2 as long as the PERM was filed as an EB-2. If the PERM was filed as an EB-3, then it is not possible to upgrade to EB-2. But if the PERM was filed as an EB-2, you can file a downgrade second case as EB-3 with the same PERM. For more information, please consult the FAQs in detail...\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the requirements and procedure of porting from EB-3 to EB-2 for a pending I-485? Is it necessary to submit another I-485 application or just a letter to USCIS?\",\n", + "\"_answer\": \"It is possible to upgrade from EB-3 to EB-2 as long as the PERM was filed as an EB-2. If the PERM was filed as an EB-3, then it is not possible to upgrade to EB-2. But if the PERM was filed as an EB-2, you can file a downgrade second case as EB-3 with the same PERM. For more information, please refer to the FAQs in detail...\"} \n", + "\n", + "\n", + "\n", + "2 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are the chances of me qualifying for EB-1C/International Managers or Executives? I was in the US on an H1B visa for 11 years until August 2019, when I transferred to Canada as a Software Development Manager, managing 5 direct reports and 4 second-level reports with the same company in both the US and Canada. I have since been promoted to Director of Software Development Projects Support and Maintenance, before completing one year as Manager. I have an I-140 approved and my priority date is July 2012. What is my likelihood of obtaining an L1A? Do I need to be in the US to re-apply for my green card under EB1C, or can my company apply for it while I am in Canada? If I get an I-140 approval under EB1C, can I get an L1A and move to the US? Is this the right time to apply for EB1C in the next couple of months, or should I wait until the visa ban is over?\",\n", + "\"_answer\": \"Please discuss your job description that is intended in the foreign country outside the US with your lawyers. Make sure you plan for it from day one, as attempting to do so a year down the line will not be successful.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are my odds of qualifying for EB-1C/International Managers or Executives? I had an H1B visa in the US for 11 years until August 2019, when I transferred to Canada as a Software Development Manager, managing 5 direct reports and 4 second-level reports with the same company in both the US and Canada. I have since been promoted to Director of Software Development Projects Support and Maintenance, before completing one year as Manager. I have an I-140 approved and my priority date is July 2012. What is the probability of me getting an L1A? Do I need to be in the US to re-apply for my green card under EB1C, or can my company apply for it while I am in Canada? If I get an I-140 approval under EB1C, can I get an L1A and move to the US? Is this the ideal time to apply for EB1C in the next couple of months, or should I wait until the visa ban is over?\",\n", + "\"_answer\": \"Discuss your job description that is intended in the foreign country outside the US with your lawyers. Make sure you plan for it from the start, as attempting to do so a year down the line will not be successful.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are my chances of qualifying for EB-1C/International Managers or Executives? I had an H1B visa in the US for 11 years until August 2019, when I transferred to Canada as a Software Development Manager, managing 5 direct reports and 4 second-level reports with the same company in both the US and Canada. I have since been promoted to Director of Software Development Projects Support and Maintenance, before completing one year as Manager. I have an I-140 approved and my priority date is July 2012. What is the likelihood of me getting an L1A? Do I need to be in the US to re-apply for my green card under EB1C, or can my company apply for it while I am in Canada? If I get an I-140 approval under EB1C, can I get an L1A and move to the US? Is this the proper time to apply for EB1C in the next couple of months, or should I wait until the visa ban is over?\",\n", + "\"_answer\": \"Consult your lawyers about your job description that is intended in the foreign country outside the US. Make sure you plan for it from the beginning, as trying to do so a year down the line will not be successful.\"} \n", + "\n", + "\n", + "\n", + "3 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Would it be a good idea for my wife and I to switch from EB-2 to EB-3 for our I-140 application, given that EB-3 is now ahead of EB-2?\",\n", + "\"_answer\": \"I don't see any issue with applying for EB-3 and then using the faster option when the time comes.\"}\n", + "\n", + "######\n", + "{\"_question\": \"My wife and I have been on EADs since 2012 when our priority date became current. We are the primary and dependent applicants on the I-485. Would it be beneficial for us to switch from EB-2 to EB-3 since EB-3 is now ahead of EB-2?\",\n", + "\"_answer\": \"I don't think there would be any harm in applying for EB-3 and then selecting the quicker option when the time comes.\"} \n", + "\n", + "\n", + "\n", + "4 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What can I do to ensure that my H-1B is approved for three years, not a shorter duration? I have already been approved for a one year period which expires on October 27th, 2019. I work through a consultancy. Are there any precautions I can take for the upcoming extension? Are there any particular documents needed for the three year approval? If I go for stamping, do I need to be aware of my social media presence at the port of entry? What tips or recommendations do you have in regards to social media during port of entry? My EB2 priority date is February 4th, 2015 and I am planning to marry a girl who is a Nepal citizen and is currently on OPT. Can I move my priority date to the EB2 Nepal category after marriage? If so, what would be my next steps and how soon can I file for an I-485 interview?\",\n", + "\"_answer\": \"Typically the only way you can get a three year extension is if you can prove that the project will go on for three years.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What can I do to secure a three year H-1B approval instead of a shorter duration? My current approval is for one year and will expire on October 27th, 2019. I am employed through a consultancy. Are there any steps I can take to ensure a successful three year extension? What documents will I need to provide for the three year approval? If I go for stamping, should I be mindful of my social media presence at the port of entry? Are there any tips or advice you can provide about social media during port of entry? My EB2 priority date is February 4th, 2015 and I am planning to marry a girl who is a Nepal citizen and is currently on OPT. Is it possible to move my priority date to the EB2 Nepal category after marriage? If so, what would be my next steps and how quickly can I file for an I-485 interview?\",\n", + "\"_answer\": \"Generally the only way you can get a three year extension is if you can demonstrate that the project will go on for three years.\"} \n", + "\n", + "\n", + "\n", + "5 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are the possibilities for remaining in the USA after the expiration of my H-1B visa and I-94?\", \n", + "\"_answer\": \"I do not believe you would qualify for a tourist visa or tourist status, but you can apply for it.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are my options for staying in the US legally after my H-1B and I-94 expire?\", \n", + "\"_answer\": \"It is unlikely that you would be granted a tourist visa or tourist status, but you can attempt to apply for it.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What can I do to remain in the US after my H-1B and I-94 expire?\", \n", + "\"_answer\": \"It is unlikely that you would be able to obtain a tourist visa or tourist status, but you can try to apply for it.\"} \n", + "\n", + "\n", + "\n", + "6 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to downgrade a case from EB-2 to EB-3 for priority date advantage, while still keeping the existing EB-2 filing intact? If so, what is the process to do this? Do I need to file a new Labor and I-140?\",\n", + "\"_answer\": \"Yes, your EB-2 filing will not be affected. You can file an EB-3/I-140 and I believe you can also file an I-485 if your dates are current.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I move my case from EB-2 to EB-3 to gain priority date advantage, while preserving my EB-2 filing? What is the procedure for this? Do I need to submit a new Labor and I-140?\",\n", + "\"_answer\": \"Your EB-2 filing will remain unaffected. You can submit an EB-3/I-140 and I think you can also submit an I-485 if your dates are current.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the process for downgrading a case from EB-2 to EB-3 for priority date advantage, while keeping the EB-2 filing in place? Do I have to file a Labor and I-140 again?\",\n", + "\"_answer\": \"Your EB-2 filing will stay unaffected. You can file an EB-3/I-140 and it appears you can also file an I-485 if your dates are current.\"} \n", + "\n", + "\n", + "\n", + "7 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"If my EB-2 petition has been approved and I had originally applied for EB-3 in 2011, but now the EB-3 dates are progressing, will I be eligible to still use EB-3 even if my priority date has been reached?\",\n", + "\"_answer\": \"The USCIS has been indicating that if you have an I-140 approved under EB-2 but wish to file under EB-3, you have to submit a copy of the same labor certification - PERM application and get an EB-3 approval first.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have an EB-2 approval and I initially filed for EB-3 in 2011. If the EB-3 dates reach my priority date, am I still able to use EB-3 as I originally applied for?\",\n", + "\"_answer\": \"The USCIS has suggested that if you have a single I-140 approved under EB-2 but want to submit under EB-3, you must submit another I-140 using the same labor certification - PERM application and receive an EB-3 approval first.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have an EB-2 approval and I applied for EB-3 in 2011, will I still be eligible for EB-3 if the dates reach my priority date?\",\n", + "\"_answer\": \"The USCIS has indicated that if you have one I-140 approved under EB-2 but wish to file under EB-3, you must submit a fresh copy of the same labor certification - PERM application and get an EB-3 approval first.\"} \n", + "\n", + "\n", + "\n", + "8 \n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are the implications of not working for the green card sponsoring company for naturalization or citizenship? I worked for the same company from 2004 to 2014 (2004 - 2011 in the US on an H1B visa, and 2011-2014 in India). After receiving my green card, I have not received a single paycheck from a US company. Since then, I have been working in a job with the same job description that my green card was filed for. All other history is clean; I have two US-born children, always pay taxes on time, and have no legal cases. Could I be in trouble? What are my options? Would it help if I went back to the same employer now? Would the situation be any different if my wife applied for naturalization instead of me?\",\n", + "\"_answer\": \"This is a difficult situation. I would argue that this is fine because once you obtained the green card, you took the job and you are just temporarily working for the company's operations outside the US. It is likely going to be a touch and go, but that is what I would suggest. You should definitely seek legal advice.\"}\n", + "######\n", + "{\"_question\": \"What risks do I face if I did not work for the green card sponsoring company for naturalization or citizenship? From 2004 to 2014, I worked for the same company (2004 - 2011 in the US on an H1B visa, and 2011-2014 in India). After getting my green card, I have not received a single paycheck from a US company. Since then, I have been working in a job with the same job description that my green card was filed for. All other history is clean; I have two US-born children, always pay taxes on time, and have no legal cases. Am I in danger? What are my choices? Would it help if I returned to the same employer now? Would the situation be any different if my wife applied for naturalization instead of me?\",\n", + "\"_answer\": \"This is a tricky situation. I would argue that this is acceptable since you got the green card, took the job, and are just temporarily working for the company's operations outside the US. It is likely going to be a close call, but that is what I would suggest. You should definitely consult a lawyer.\"}\n", + "######\n", + "{\"_question\": \"What are the consequences of not working for the green card sponsoring company for naturalization or citizenship? I worked for the same company from 2004 to 2014 (2004 - 2011 in the US on an H1B visa, and 2011-2014 in India). After getting my green card, I have not received a single paycheck from a US company. Since then, I have been working in a job with the same job description that my green card was filed for. All other history is clean; I have two US-born children, always pay taxes on time, and have no legal cases. Am I in trouble? What are my options? Would it help if I went back to the same employer now? Would the situation be any different if my wife applied for naturalization instead of me?\",\n", + "\"_answer\": \"This is a difficult situation. I would argue that this is fine because once you obtained the green card, you took the job and you are just temporarily working for the company's operations outside the US. It is likely going to be a tight call, but that is what I would suggest. You should definitely get legal advice.\"} \n", + "\n", + "\n", + "\n", + "9 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What will happen if I downgrade from EB-2 to EB-3 and my newly filed I-140 is denied? Will my previously approved I-140 in EB-2 still be valid?\", \n", + "\"_answer\": \"If you file a I-485 prematurely when the priority date of EB-2 is not current, then if the EB-3 is denied, the I-485 will also be denied. It is important to have your lawyer review your case carefully to ensure you don't have any other issues. If the second EB-3 filing is denied, it should not affect the already approved I-140 unless the second filing reveals a problem that was not addressed before.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What happens if I attempt to downgrade from EB-2 to EB-3 and my new I-140 is not approved? Will my original EB-2 I-140 still be valid?\", \n", + "\"_answer\": \"If you submit a I-485 before the priority date of EB-2 is current and the EB-3 is denied, the I-485 application will also be rejected. Have your lawyer review your case thoroughly to make sure there are no other issues. If the second EB-3 filing is declined, it should not impact the already approved I-140 unless the second filing brings to light a problem that was not addressed earlier.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What will occur if I try to switch from EB-2 to EB-3 and my new I-140 is denied? Will my already approved EB-2 I-140 remain valid?\", \n", + "\"_answer\": \"If you file a I-485 prematurely when the priority date of EB-2 is not current, then if the EB-3 is denied, the I-485 will also be denied. It is important to have your lawyer review your case carefully to guarantee you don't have any other issues. If the second EB-3 filing is rejected, it should not affect the already approved I-140 unless the second filing reveals a problem that was not addressed before.\"} \n", + "\n", + "\n", + "\n", + "10 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What do I need to do to get an accredited master's degree to process an EB-2 green card?\", \n", + "\"_answer\": \"You will need to check with your university to see who has accredited their programs or credentials in order to meet the requirements for an EB-2 green card.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What kind of degree do I need to get to apply for an EB-2 green card?\", \n", + "\"_answer\": \"You will need to have a master's degree from an accredited university in order to be eligible for an EB-2 green card. You can check with your university to find out who has accredited their programs or credentials.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What kind of master's degree do I need to qualify for an EB-2 green card?\", \n", + "\"_answer\": \"You will need to have a master's degree from an accredited university in order to be eligible for an EB-2 green card. Your university should be able to tell you who has accredited their programs or credentials.\"} \n", + "\n", + "\n", + "\n", + "11 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it feasible to initiate green card paperwork while on F-1 status? I am on F-1 OPT visa and working for employer A. My employer A has filed an H1B application for me this year and I am now waiting for the approval. Can my employer begin the green card process while I am on F-1 visa?\",\n", + "\"_answer\": \"For those born in countries where the priority dates are significantly delayed, such as India, China, Philippines, and Mexico, it is risky to start the green card process while on F-1 status as F-1 does not permit dual intent. This means that if you file for a green card in this status, you could encounter issues when obtaining extensions, visas, or re-entry into the US. However, if you are born in countries such as Saudi Arabia, Pakistan, Nepal, or any other country in Europe, where the priority dates are not as delayed, it may be possible to obtain the green card within a year in the EB-1, EB-2, or EB-3 category.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to initiate the green card process while on F-1 visa? I am currently on F-1 OPT and employed by employer A. My employer A has applied for my H1B this year and I am now awaiting the approval. Can my employer start the green card process when I am on F-1 status?\",\n", + "\"_answer\": \"People born in countries where the priority dates are significantly backlogged, such as India, China, Philippines, and Mexico, it is dangerous to begin the green card process while on F-1 visa as this does not allow for dual intent. This means that if you file for a green card in this status, you could face problems when trying to get extensions, visas, or re-entry into the US. However, for those born in countries like Saudi Arabia, Pakistan, Nepal, or any other country in Europe, where the priority dates are not as backlogged, it may be possible to receive the green card within a year in the EB-1, EB-2, or EB-3 category.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it feasible to start the green card process while on F-1 status? I am currently on F-1 OPT visa and working for employer A. My employer A has filed an H1B for me this year and I am now waiting for the approval. Can my employer initiate the green card paperwork while I am on F-1 visa?\",\n", + "\"_answer\": \"People born in countries where the priority dates are significantly backlogged, such as India, China, Philippines, and Mexico, it is risky to begin the green card process while on F-1 visa as this does not permit dual intent. This means that if you file for a green card in this status, you could encounter difficulties when obtaining extensions, visas, or re-entry into the US. However, if you are born in countries like Saudi Arabia, Pakistan, Nepal, or any other country in Europe, where the priority dates are not as backlogged, it may be possible to get the green card within a year in the EB-1, EB-2, or EB-3 category.\"} \n", + "\n", + "\n", + "\n", + "12 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to file for multiple green cards simultaneously? What are the potential side effects of doing so? What would happen if I tried to file for an EB1 and it was not approved, would it affect my EB2 green card? Should job descriptions match for EB1 and EB2? What other issues may arise?\",\n", + "\"_answer\": \"Yes, it is possible to file for multiple green cards at once. Employment, family, and investment categories can all be included in the application. As long as the applications are filed honestly, any number of green cards can be filed. If an EB1 application is not approved, it will not affect an EB2 application. The job descriptions do not need to match for each category, however it is important to be honest in the applications to avoid any issues.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for multiple green cards simultaneously? What will be the consequences of doing so? If I attempt to get an EB1 and it is rejected, will this hurt my EB2 green card? Is it necessary for the job descriptions to be the same in EB1 and EB2? What other problems could come up?\",\n", + "\"_answer\": \"Yes, it is possible to submit green card applications in several categories at once, including employment, family, and investment. As long as the applications are truthful, any number of green cards can be filed. A declined EB1 application will not impact an EB2 application. The job descriptions do not have to be identical, however accuracy is important to avoid any complications.\"} \n", + "\n", + "\n", + "\n", + "13 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the processing time for a NIW application under the EB2 category?\",\n", + "\"_answer\": \"The processing time for a NIW application under the EB2 category is the same as any other EB2 application. You can find the current processing times at http://www.immigration.com/visa-bulletin under the Employment-Based Category 2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I change employers during the NIW application process?\",\n", + "\"_answer\": \"Yes, if you are a self-applicant and will continue to work in your stated area of national interest, you can change employers at any time. However, the NIW priority date will take the same amount of time as a normal EB-2 application.\"}\n", + "\n", + "######\n", + "{\"_question\": \"How long will it take to receive my EAD card for a NIW application under the EB2 category?\",\n", + "\"_answer\": \"The processing time for a NIW application under the EB2 category is the same as any other EB2 application. You can find the current processing times at http://www.immigration.com/visa-bulletin under the Employment-Based Category 2.\"} \n", + "\n", + "\n", + "\n", + "14 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I receive my green card documents from USCIS without knowing my employer, using form G-884 (Returns of Original Documents)?\",\n", + "\"_answer\": \"Form G-884 is used to request the return of documents that you have sent to USCIS (e.g., your college degrees and diplomas). Use FOIA for the purpose you are considering.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I had my I-140 approved and EAD with EB2 category in April 2012, but my employer did not return my green card documents like I-140 approval copy, labor code, etc. Is it possible to get those documents from USCIS using Form G-884 (Returns of Original Documents) without knowing my employer?\",\n", + "\"_answer\": \"Form G-884 is for requesting the return of documents that you sent to USCIS (e.g., your college degrees and diplomas). Use FOIA for the purpose you are considering.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I got approved for I-140 and EAD with EB2 category in April 2012, but I haven't gotten my green card documents like I-140 approval copy, labor code, etc. back from my employer. Can I retrieve those documents from USCIS with Form G-884 (Returns of Original Documents) without knowing my employer?\",\n", + "\"_answer\": \"Form G-884 is used for requesting the return of documents that you had sent to USCIS (e.g., your college degrees and diplomas). Use FOIA for the purpose you are considering.\"} \n", + "\n", + "\n", + "\n", + "15 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can you concurrently file for an EB-2 physical therapist?\", \n", + "\"_answer\": \"Submitting your adjustment of status application is only an option if your priority date for EB-2 is up to date and not delayed.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Are you able to file for an EB-2 physical therapist at the same time?\",\n", + "\"_answer\": \"Concurrent filing is only feasible if your priority date for EB-2 is current and not backlogged.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to submit an adjustment of status application for an EB-2 physical therapist simultaneously?\",\n", + "\"_answer\": \"Only if your priority date for EB-2 is current and not delayed can you file concurrently.\"} \n", + "\n", + "\n", + "\n", + "16 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are the details of Obama's immigration action regarding I-140 stage? I'm on an H-1B visa, and my I-140 has been approved in the EB-2 category, but I'm waiting for the dates to become current. Will I be granted any EAD or other forms of permission based on the executive action?\",\n", + "\"_answer\": \"I have heard there is a plan to enable the filing of I-485 at the I-140 stage, without waiting for priority dates to be current. If this is implemented, it would provide you with an EAD as well as the right to switch jobs under AC21. However, there is no definite confirmation of this proposal in any government document as of yet.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the situation with Obama's immigration action at the I-140 stage? I'm on an H-1B visa, and my I-140 has been approved in the EB-2 category, but I'm still waiting for the dates to become current. Can I expect any EAD or other forms of authorization based on the executive action?\",\n", + "\"_answer\": \"I have heard that there is a proposal to allow filing of I-485 at the I-140 stage, without waiting for priority dates to be current. If this is implemented, it would provide you with an EAD as well as the right to change jobs under AC21. Unfortunately, there is no clear indication of this proposal in any government document as of yet.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the status of Obama's immigration action at the I-140 stage? I'm on an H-1B visa, and my I-140 has been approved in the EB-2 category, but I'm still waiting for the dates to become current. Could I receive any EAD or other forms of permission based on the executive action?\",\n", + "\"_answer\": \"I have heard there is a plan to enable the filing of I-485 at the I-140 stage, without waiting for priority dates to be current. If this is implemented, it would get you an EAD as well as the right to switch jobs under AC21. However, there is no definite confirmation of this proposal in any government document as of yet.\"} \n", + "\n", + "\n", + "\n", + "17 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are the options for a person with an EB-2 priority date of June 2008, who applied for I-485 in January 2012, and whose priority date became current in July 2014, to expedite their background checks?\", \n", + "\"_answer\": \"see the marked clip below from rajiv's video recording for the answer to this question.https://www.youtube.com/watch?feature=player_detailpage&list=uum4s1qwos\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the best course of action for a person with an EB-2 priority date of June 2008, who applied for I-485 in January 2012, and whose priority date became current in July 2014, to speed up their background checks?\", \n", + "\"_answer\": \"see the marked clip below from rajiv's video recording for the answer to this question.https://www.youtube.com/watch?feature=player_detailpage&list=uum4s1qwos\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the alternatives for a person with an EB-2 priority date of June 2008, who applied for I-485 in January 2012, and whose priority date became current in July 2014, to hasten their background checks?\", \n", + "\"_answer\": \"see the marked clip below from rajiv's video recording for the answer to this question.https://www.youtube.com/watch?feature=player_detailpage&list=uum4s1qwos\"} \n", + "\n", + "\n", + "\n", + "18 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I use my experience with my current employer in India while filing for PERM?\",\n", + "\"_answer\": \"Yes, you can use the experience gained with an employer who has a tax id number other than your petitioning employer.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If my current employer is failing the GC, can I use my Indian experience when filing for PERM?\",\n", + "\"_answer\": \"Yes, it is generally acceptable to use the experience gained with an employer who has a tax id number other than your petitioning employer.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I use my two and a half years of experience in India with my current employer when filing for PERM?\",\n", + "\"_answer\": \"Yes, you can use the experience gained with an employer who has a tax id number other than your petitioning employer.\"} \n", + "\n", + "\n", + "\n", + "19 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do internships count when calculating the number of years of experience after school for a EB-2 or EB-3 visa? I have two US university bachelor's degrees, a 3-year degree in science and a 2-year degree in engineering. Will I be considered for an EB-2 visa with this? In case I don't qualify for EB-2, should I wait another year to file EB-2 or should I just file EB-3 now?\",\n", + "\"_answer\": \"Internships are counted when assessing the number of years of experience after school. You must first get your degrees evaluated according to AACRAO EDGE standards to determine if you qualify for an EB-2 visa.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do internships qualify when assessing the number of years of work after school for a EB-2 or EB-3 visa? I hold two US university bachelor's degrees, a 3-year degree in science and a 2-year degree in engineering. Am I eligible for an EB-2 visa with this? If I do not qualify for EB-2, should I wait another year to file EB-2 or just file EB-3 now?\",\n", + "\"_answer\": \"Internships can be taken into account when calculating the number of years of experience after school. You must first have your degrees evaluated under AACRAO EDGE standards to determine if you qualify for an EB-2 visa.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do internships count when determining the number of years of experience after school for an EB-2 or EB-3 visa? I possess two US university bachelor's degrees, a 3-year degree in science and a 2-year degree in engineering. Will I be considered for an EB-2 visa with this? In case I do not qualify for EB-2, should I wait another year to file EB-2 or just file EB-3 now?\",\n", + "\"_answer\": \"Internships are taken into account when assessing the number of years of work after school. You must first get your degrees evaluated according to AACRAO EDGE standards to determine if you qualify for an EB-2 visa.\"} \n", + "\n", + "\n", + "\n", + "20 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"How long should I wait to start the process for a green card if I am entering the US with an L1-A visa? I have 14 years of IT experience and have been in a manager, service delivery role for the past 3 years. I manage a team of 30 people located in Chennai, Shanghai, and San Jose. Do I have the choice to choose between an EB-1 and EB-2 visa? I do not have a bachelor's or master's degree, will that be a barrier to get a green card? Do I need to apply through my employer or can I apply myself?\", \n", + "\"_answer\": \"You can apply for green card without any wait. Yes, but EB-1 is a gazillion times faster for Indian-born people. Degree is not a requirement for international managers/execs. Your employer needs to apply.\"}\n", + "\n", + "######\n", + "{\"_question\": \"How long do I need to wait before I can start the green card process if I am entering the US with an L1-A visa? I have a total of 14 years of IT experience and have been in a manager, service delivery role for the past 3 years. I manage a team of 30 people in Chennai, Shanghai, and San Jose. Can I choose between an EB-1 and EB-2 visa? I do not possess a bachelor's or master's degree, will that be a hindrance to obtaining a green card? Do I have to apply through my employer or can I apply on my own?\", \n", + "\"_answer\": \"You can begin the green card process right away. Yes, but EB-1 is a gazillion times faster for Indian-born people. Not having a degree is not an issue for international managers/execs. Your employer needs to apply.\"}\n", + "\n", + "###### \n", + "{\"_question\": \"How soon can I initiate the green card process if I am entering the US with an L1-A visa? I have a total of 14 years of IT experience and have been in a manager, service delivery role for the past 3 years. I manage a team of 30 people located in Chennai, Shanghai, and San Jose. Do I have the option to pick between an EB-1 and EB-2 visa? I do not have a bachelor's or master's degree, will that be an obstacle to getting a green card? Should I only apply through my employer or can I apply on my own?\", \n", + "\"_answer\": \"You can start the green card process immediately. Yes, but EB-1 is a gazillion times faster for Indian-born people. Degree is not a requirement for international managers/execs. Your employer needs to apply.\"} \n", + "\n", + "\n", + "\n", + "21 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"If I acquire a master's degree from an accredited institution, do I have to demonstrate progressive experience since then to be eligible for eb-2?\",\n", + "\"_answer\": \"No, you do not have to demonstrate progressive experience since getting the master's degree for eb-2 eligibility. There may be some issues about the 3+2 pattern of education, but an accredited degree should resolve those.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have a 3 year bachelor's degree from India and 16 years of experience in the US. I am currently in the process of an EB-3 with a priority date of 10/2006. If I obtain an accredited master's degree, will I qualify for EB-2 or do I need to prove progressive experience since then?\",\n", + "\"_answer\": \"You should not need to demonstrate progressive experience since getting the master's degree for EB-2 eligibility. There could be some issues with the 3+2 pattern of education, but an accredited degree should resolve those.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I possess a bachelor's degree from India and 16 years of experience in the US. I'm currently in the process of an EB-3 with a priority date of 10/2006. If I acquire a master's degree from an accredited institution, will I meet the requirements for EB-2?\",\n", + "\"_answer\": \"No post-master's experience is necessary for EB-2 eligibility, provided the master's degree is from an accredited institution. There might be some issues regarding the 3+2 pattern of education, but an accredited degree should resolve those.\"} \n", + "\n", + "\n", + "\n", + "22 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Will I face difficulty if I have a J-1 visa and I apply for an EB2-NIW, but do not get it?\", \n", + "\"_answer\": \"It is possible that exhibiting immigrant intent could cause issues with the J-1 visa, though it is not guaranteed.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I am unsuccessful in obtaining an EB2-NIW, will I have problems with my J-1 visa when travelling?\",\n", + "\"_answer\": \"It is uncertain, but there is a chance that having attempted to obtain the EB2-NIW could lead to issues with the J-1 visa.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the potential repercussions of applying for an EB2-NIW while I have a J-1 that's valid for four more years?\",\n", + "\"_answer\": \"It is possible that having exhibited immigrant intent could cause difficulties with the J-1 visa, though it is not definite.\"} \n", + "\n", + "\n", + "\n", + "23 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I get an EB-2 visa if I live in Bulgaria and have a master's degree in veterinary medicine to work as a veterinary assistant in the USA?\", \n", + "\"_answer\": \"In order to be eligible for EB2, two requirements must be met: 1. Your degree must be equivalent to a U.S. advanced degree (a credentials evaluation service needs to assess that according to the correct criteria); and 2. The job must demand an advanced degree or equivalent experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I am from Bulgaria and have a master's degree in veterinary medicine, am I able to obtain an EB-2 visa to become a veterinary assistant in the USA?\", \n", + "\"_answer\": \"You may qualify for EB2 if two conditions are fulfilled: 1. Your degree is equal to a U.S. advanced degree (a credentials evaluation service needs to evaluate that using the correct standards); and 2. The job necessitates an advanced degree or equivalent experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for an EB-2 visa if I am from Bulgaria with a master's degree in veterinary medicine and would like to work as a veterinary assistant in the USA?\",\n", + "\"_answer\": \"You can be eligible for EB2 provided that two conditions are satisfied: 1. Your degree is comparable to a U.S. advanced degree (a credentials evaluation service needs to assess that under proper standards); and 2. The job requires an advanced degree or equivalent experience.\"} \n", + "\n", + "\n", + "\n", + "24 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"How can I get in touch with the USCIS Service Centers to update them on the current priority date, upgrade from EB-3 to EB-2, or separate dependents from the principal applicant's petition?\",\n", + "\"_answer\": \"Send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Make sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to reference.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the best way to inform the USCIS Service Centers that the priority date is current, that an EB case has been upgraded from EB-3 to EB-2, or that dependents have been separated from the principal applicant's petition?\",\n", + "\"_answer\": \"Send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Be sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to reference.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the procedure for notifying the USCIS Service Centers of a priority date being current, an EB case being upgraded from EB-3 to EB-2, or dependents being separated from the principal applicant's petition?\",\n", + "\"_answer\": \"Send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to reference.\"} \n", + "\n", + "\n", + "\n", + "25 \n", + "\n", + " \n", + "\n", + "######\n", + "{\"_question\": \"is a degree from an accredited U.S university needed for green card eligibility under the eb-2 classification?\", \n", + "\"_answer\": \"Yes, a degree from an accredited U.S university is required for a beneficiary to be eligible for a green card under the eb-2 classification. Evidence such as SEVIS certification or state board approval, which confirm the university is a legitimate institution, is not enough to show accreditation. You can find out a university's accreditation status from the website http://ope.ed.gov/accreditation/. Additionally, you may watch the video 'Accreditation of Distance Education for EB-2' and read the transcript at http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"}\n", + "\n", + "######\n", + "{\"_question\": \"is it essential for a beneficiary who has been petitioned for a green card under the eb-2 classification (due to a U.S master's degree) to have a degree from an accredited U.S. university?\",\n", + "\"_answer\": \"Yes, a beneficiary must have a degree from an accredited U.S. university in order to be eligible for a green card under the eb-2 classification. Proof such as SEVIS certification or state board approval, which verifies the university is a legitimate educational institution, is not sufficient to demonstrate accreditation for green card purposes. You can check a university's accreditation status from the website http://ope.ed.gov/accreditation/. You may also want to watch the video 'Accreditation of Distance Education for EB-2' and read the transcript at http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"}\n", + "\n", + "######\n", + "{\"_question\": \"does a beneficiary who is petitioned for a green card under the eb-2 classification (based on a U.S master's degree) need to have a degree from an accredited U.S. university?\",\n", + "\"_answer\": \"Yes, a beneficiary must possess a degree from an accredited U.S. university in order for them to be eligible for a green card under the eb-2 classification. Evidence such as SEVIS certification or state board approval, which confirms that the university is a legitimate educational institution, is not enough to demonstrate accreditation for green card purposes. You can find out a university's accreditation status from the website http://ope.ed.gov/accreditation/. You may also watch the video 'Accreditation of Distance Education for EB-2' and read the transcript at http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"} \n", + "\n", + "\n", + "\n", + "26 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"have i earned a master's degree in science within one year? i have the final degree certificate from the university, but i finished the regular 2 year program in just 1 year. will uscis consider my m.sc degree to be incomplete?\",\n", + "\"_answer\": \"this is where the evaluators come in. we have experienced issues with uscis in these circumstances. an evaluation done through the edge database should be sufficient to satisfy uscis.\"}\n", + "\n", + "######\n", + "{\"_question\": \"did i finish a master's degree in one year? i possess a master's degree in science and i have the final degree certificate from the university. however, i completed the normal 2 year program in only 1 year. will uscis view my m.sc degree as incomplete?\",\n", + "\"_answer\": \"this is where the evaluators enter the picture. we have encountered problems with uscis in these situations. a review conducted via the edge database should be enough to convince uscis.\"} \n", + "\n", + "\n", + "\n", + "27 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What qualifications are required for an EB-2 visa?\",\n", + "\"_answer\": \"The USCIS clarified the equivalent of a U.S. master's degree for an EB-2 visa in June 2007. Each petition and its documentation are reviewed on a case-by-case basis. Generally, the following qualifications are accepted: a U.S. master's degree, a four-year bachelor's degree and two-year master's degree in the same or related fields, a three-year bachelor's degree and three-year master's degree in the same or related fields, a three-year bachelor's degree, one-year postgraduate diploma, and two-year master's degree in the same or similar field, and a three-year bachelor's degree, two-year master's degree, and five years of progressive post-master's degree experience. Documentation must be included, such as an official academic record showing the degree or a letter from an employer showing five years of progressive post-baccalaureate experience in the specialty.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What educational credentials are accepted for an EB-2 visa?\",\n", + "\"_answer\": \"The USCIS clarified the equivalent of a U.S. master's degree for an EB-2 visa in June 2007. Each petition and its documentation are reviewed on a case-by-case basis. Generally, the following qualifications are accepted: a U.S. master's degree, a four-year bachelor's degree and two-year master's degree in the same or related fields, a three-year bachelor's degree and three-year master's degree in the same or related fields, a three-year bachelor's degree, one-year postgraduate diploma, and two-year master's degree in the same or similar field, and a three-year bachelor's degree, two-year master's degree, and five years of progressive post-master's degree experience. Supporting documentation must be provided, such as an official academic record showing the degree or a letter from an employer demonstrating five years of progressive post-baccalaureate experience in the specialty.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the qualifications for an EB-2 visa?\",\n", + "\"_answer\": \"The USCIS clarified the equivalent of a U.S. master's degree for an EB-2 visa in June 2007. Each petition and its documentation are examined on an individual basis. Generally, the following qualifications are accepted: a U.S. master's degree, a four-year bachelor's degree and two-year master's degree in the same or related fields, a three-year bachelor's degree and three-year master's degree in the same or related fields, a three-year bachelor's degree, one-year postgraduate diploma, and two-year master's degree in the same or similar field, and a three-year bachelor's degree, two-year master's degree, and five years of progressive post-master's degree experience. Evidence must be included, such as an official academic record showing the degree or a letter from an employer displaying five years of progressive post-baccalaureate experience in the specialty.\"} \n", + "\n", + "\n", + "\n", + "28 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"I am attempting to apply for EB-2 status. The job requirement is a Bachelor's degree in engineering with five years of experience. No alternatives are mentioned in the PERM. Would my educational qualifications - diploma, AMIE, and M.Tech - and seven years of experience post M.Tech from my previous and current employer be considered for EB-2 eligibility? Are there any issues I should be aware of regarding my education when filing the I-140?\",\n", + "\"_answer\": \"The AMIE is questionable. I recall a decision from the AAO that said they would not recognize AMIE, but a more recent decision was more lenient. Regardless, an EB-2 should be attempted. The M.Tech should help.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I am aiming to get EB-2 status. The job requirement is a Bachelor's in engineering plus five years of experience. No other options are listed in the PERM. Is my educational background - diploma, AMIE, and M.Tech - and seven years of experience post M.Tech from past and current employers enough to be considered for EB-2 eligibility? Are there any potential risks I should be aware of regarding my education when submitting the I-140?\",\n", + "\"_answer\": \"The AMIE is iffy. I remember an AAO decision that said they will not accept AMIE, but a more recent decision was a bit more open-minded. Regardless, an EB-2 should be tried. The M.Tech should help.\"} \n", + "\n", + "\n", + "\n", + "29 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified to apply for EB-2 status with my credentials?\", \n", + "\"_answer\": \"Take into consideration the following: the name change of the employer will not require the green card process to start from the beginning, USCIS could take away your priority date if the sponsoring employer halts business operations, and the job must necessitate five years of experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the qualifications for EB-2 status?\", \n", + "\"_answer\": \"Be aware of these points: a switch in the company name does not mean the green card process must begin again, USCIS may revoke your priority date if the sponsoring employer discontinues business, and the job must demand five years of experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for EB-2 with my background?\", \n", + "\"_answer\": \"Remember these details: the alteration of the employer's name does not necessitate the green card process to be restarted, USCIS could take away your priority date if the sponsoring employer ceases operations, and the job should require five years of experience.\"} \n", + "\n", + "\n", + "\n", + "30 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I restart the green card process under the EB-2 category with my current qualifications and experience?\", \n", + "\"_answer\": \"If you have more than 5 years of experience after completing a 4-year degree, you may be able to restart the green card process under the EB-2 category and port your priority date. Essentially, you would have to redo the PERM and I-140 for an EB-2 level job.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to begin the green card process anew under the EB-2 category given my background?\", \n", + "\"_answer\": \"If you have at least 5 years of experience after obtaining a 4-year degree, you could potentially restart the green card process in the EB-2 category and transfer your priority date. This would involve filing a new PERM and I-140 for an EB-2 level job.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I restart the green card process under the EB-2 category given my qualifications and experience?\", \n", + "\"_answer\": \"If you have more than 5 years of experience after earning a 4-year degree, you may be able to restart the green card process under the EB-2 category and port your priority date. This would involve submitting a new PERM and I-140 for an EB-2 level job.\"} \n", + "\n", + "\n", + "\n", + "31 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I bypass the requirement for perm by filing under the eb-2 category?\",\n", + "\"_answer\": \"You may be able to bypass the need for perm if you are eligible for a national interest waiver under the eb-2 category.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to avoid perm by submitting an eb-2 petition?\",\n", + "\"_answer\": \"It may be possible to skip the perm process if you are eligible for a national interest waiver under the eb-2 category.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I get around the perm requirement by filing under the eb-2 category?\",\n", + "\"_answer\": \"You may be able to circumvent the perm process if you are eligible for a national interest waiver under the eb-2 category.\"} \n", + "\n", + "\n", + "\n", + "32 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is more likely to be approved (or faster) for an EB-2 application: master's equivalency or five years of progressive experience? Is the employer's capability to support documents relevant, or does it depend on the lawyer's attention to detail when submitting to USCIS?\",\n", + "\"_answer\": \"It all starts with the lawyer. Ensure they are thorough and plan for any potential outcome. The job must be accurately described.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the likelihood of success for an EB-2 application: master's equivalency or five years of progressive experience? How much does the employer's capability to provide documentation matter compared to the lawyer's attention to detail when submitting to USCIS?\",\n", + "\"_answer\": \"It is important to have a lawyer who is meticulous in their preparation and can provide a truthful description of the job. This is the first step.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is more likely to be approved (or faster) for an EB-2 application: master's equivalency or five years of progressive experience? Does the employer's capability to support documents play a role, or is it solely dependent on the lawyer's attention to detail when submitting to USCIS?\",\n", + "\"_answer\": \"It is essential to have a lawyer who is thorough in their preparations and can accurately describe the job. This is the initial step.\"} \n", + "\n", + "\n", + "\n", + "33 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for EB-2 with the same employer using the experience I have gained from them?\",\n", + "\"_answer\": \"Yes, if the job is more than 50% different from the one you were doing previously.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to apply for EB-2 with my current employer using my experience gained from them?\",\n", + "\"_answer\": \"Yes, if the job offered is significantly different than the one you were doing before.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I reapply for EB-2 with the same employer using my experience with them?\",\n", + "\"_answer\": \"Yes, if the job is significantly different than the one you had before.\"} \n", + "\n", + "\n", + "\n", + "34 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for the EB-2 category? I am working as a professor at a major US university on an H1B visa for the past 9 months. I have a physician and PhD degree, 16 years of professional experience in Europe, and have published 20 papers and 1 book. Can I apply for an EB green card?\",\n", + "\"_answer\": \"You meet the requirements for the EB-2 category and should submit your application as soon as possible. For professorial jobs, you can reuse existing advertisements if you file PERM within 18 months of when the job was offered to you. You should also have your resume evaluated for a possible simultaneous EB1 application.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for the EB-2 level? I have been a professor at a major US university on an H1B visa for 9 months now. I possess a physician and PhD degree, 16 years of professional experience in Europe, and I have published 20 papers and 1 book. Can I apply for an EB green card?\",\n", + "\"_answer\": \"You are eligible for the EB-2 level and you should submit your application as quickly as possible. For professorial jobs, you can reuse existing advertisements if you file PERM within 18 months of when the job was offered to you. You should also have your resume examined for a potential simultaneous EB1 application.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the criteria for EB-2? I have been working as a professor at a major US university on an H1B visa for 9 months. I have a physician and PhD degree, 16 years of professional experience in Europe, and I have published 20 papers and 1 book. Am I able to apply for an EB green card?\",\n", + "\"_answer\": \"You fulfill the criteria for the EB-2 category and you should file your application as soon as possible. For professorial jobs, you can reuse existing advertisements if you file PERM within 18 months of when the job was offered to you. You should also have your resume evaluated for a possible simultaneous EB1 application.\"} \n", + "\n", + "\n", + "\n", + "35 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"am i eligible for eb-2 ? i completed a three year bachelor of computer science program in india in june 2005. then i began a master of computer applications program in india in aug 2005 (three year program). while still studying for my degree, i started a full time job in a software company in jan 2006. i was given a master of computer applications degree (three year degree) in 2008. i worked with the same company in a full time capacity until dec 2010 (five years). after that, i relocated to the US. i have been working with a US-based company for the past seven months in a full time position (total experience 5 years 7 months). am i eligible for eb-2?\",\n", + "\"_answer\": \"yes, you are eligible.\"}\n", + "\n", + "######\n", + "{\"_question\": \"am i qualified for eb-2 ? i obtained a three year bachelor of computer science degree from india in june 2005. then i began a master of computer applications program (m.c.a) in india in aug 2005 (three year program). while still enrolled in the master's degree program, i began a full time job in a software company in jan 2006. i was presented with a master of computer applications degree (three year degree) in 2008. i worked with the same company in a full time job until dec 2010 (five years). after that, i moved to the US. i have been employed with a US-based company for the past seven months as a full time employee (total experience 5 years 7 months). am i qualified for eb-2?\",\n", + "\"_answer\": \"you are qualified.\"} \n", + "\n", + "\n", + "\n", + "36 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are the prospects of getting an EB2 visa with my qualifications?\", \n", + "\"_answer\": \"Your degree must be comparable to a US Bachelor's degree. Unfinished degrees are not accepted for EB2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the likelihood of obtaining an EB2 visa given my background?\", \n", + "\"_answer\": \"Your academic credentials must be equivalent to a US Bachelor's degree. Incomplete degrees cannot be used for EB2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are my chances of securing an EB2 visa with my educational background?\", \n", + "\"_answer\": \"Your educational attainment must be similar to a US Bachelor's degree. Uncompleted degrees are not applicable for EB2.\"} \n", + "\n", + "\n", + "\n", + "37 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I need to be continuously employed for the same employer to qualify for EB-2?\",\n", + "\"_answer\": \"No, you don't have to be continuously employed for the same employer to qualify for EB-2, but you can only use the experience with the same employer if the job you used to perform and the job you will perform after the green card are more than 50% different.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I use my experience prior to Aug 2010 for EB-2 qualification?\",\n", + "\"_answer\": \"Yes, you can use your experience prior to Aug 2010 for EB-2 qualification, provided that the job you used to perform and the job you will perform after the green card are more than 50% different.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible to use my experience from before Aug 2010 for EB-2 qualification?\",\n", + "\"_answer\": \"Yes, you can use your experience from before Aug 2010 for EB-2 qualification, as long as the job you used to perform and the job you will perform after the green card are more than 50% different.\"} \n", + "\n", + "\n", + "\n", + "38 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"If I change employers after my I-140 application is approved, will I retain my priority date? I applied for my I-140 in August 2008, my EB2 priority date is March 7th 2008, and my H-1 visa is in its 8th year and expires on May 12th. Can my current employer withdraw my application and cause me to lose my priority date?\", \n", + "\"_answer\": \"You can keep your priority date as long as the sponsoring employer does not revoke your I-140, go out of business, or USCIS does not revoke the I-140 or find fraud. Your current employer cannot withdraw your application and cause you to lose your priority date.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What happens to my priority date if I move to a new company after my I-140 is approved? I applied for I-140 on August 8th 2008, my EB2 priority date is March 7th 2008, and I am in the 8th year of my H-1 visa which expires on May 12th. Can my old employer cancel my application and make me lose my priority date?\", \n", + "\"_answer\": \"You can maintain your priority date as long as the sponsoring employer does not revoke your I-140, go out of business, or USCIS does not revoke the I-140 or find fraud. Your old employer cannot cancel your application and make you lose your priority date.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I keep my priority date if I change employers after my I-140 is approved? My I-140 was submitted on August 8th 2008, my EB2 priority date is March 7th 2008, and my H-1 visa is in its 8th year and will expire on May 12th. Will my current employer's withdrawal of my application cause me to lose my priority date?\", \n", + "\"_answer\": \"You can retain your priority date as long as the sponsoring employer does not revoke your I-140, go out of business, or USCIS does not revoke the I-140 or find fraud. Your current employer's withdrawal of your application will not cause you to lose your priority date.\"} \n", + "\n", + "\n", + "\n", + "39 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What expenses can an employee cover for an employment-based green card application in the EB2 category?\",\n", + "\"_answer\": \"The employer is legally obligated to pay for all costs related to the PERM process, but not the other stages of the green card application.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible for an employee to pay for the entire green card application process, including attorney's processing fees, filing fees, advertising fees, EAD, and advance parole fees?\",\n", + "\"_answer\": \"No, the employer is required to cover all expenses related to the PERM process, not the other stages of the green card application.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can an employee be responsible for the entire cost of the green card application process, such as legal fees, filing fees, advertising fees, EAD, and advance parole fees?\",\n", + "\"_answer\": \"No, the employer must pay for expenses associated with the PERM process, but not the other steps of the green card application.\"} \n", + "\n", + "\n", + "\n", + "40 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are the qualifications for the EB-2 visa? I have a total of 5 years of experience with 3 years of a Bachelor's Degree in Computer Science and 2 years of a Master's Degree in Information Technology. Will this count as a Bachelor's Degree + 1 year and require 5 years of progressive experience to qualify for the EB-2?\", \n", + "\"_answer\": \"Yes, you would be eligible for the EB-2 visa with a Bachelor's Degree plus 5 years of experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the eligibility requirement for the EB-2 visa? I have a combination of 3 years of a Bachelor's Degree in Computer Science and 2 years of a Master's Degree in Information Technology. Do I need to have a Bachelor's Degree plus one year and five years of progressive experience to qualify for the EB-2?\", \n", + "\"_answer\": \"Yes, you would qualify for the EB-2 visa with a Bachelor's Degree plus five years of experience.\"} \n", + "\n", + "\n", + "\n", + "41 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I include skills I acquired while working for the company sponsoring my green card if some of the experiences/skills required in the job description were acquired while working there?\",\n", + "\"_answer\": \"Yes, you may use the after-acquired skills as long as the job in the past and the green card job are more than 50% different.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I list the skills I have obtained while employed by the firm sponsoring my green card if some of the experiences/skills necessary in the job description were obtained while working there?\",\n", + "\"_answer\": \"Yes, you can include the after-acquired skills only if the job in the past and the green card job are more than 50% different.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I state the skills I have gained while employed by the company sponsoring my green card if some of the experiences/skills required in the job description were obtained while working there?\",\n", + "\"_answer\": \"Yes, you may utilize the after-acquired skills only if the job in the past and the green card job are more than 50% different.\"} \n", + "\n", + "\n", + "\n", + "42 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified to file for a green card while on OPT? I recently graduated with my Master's and have been working for two months. Can I file under the EB2 category, considering I have two years of IT experience in India? Or do I need to wait until I get an H1B?\",\n", + "\"_answer\": \"This requires a legal evaluation of your case. Generally, there is nothing stopping you from filing a PERM application while on OPT and an EB2 appears to be a viable option.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I start the green card process while on OPT? I just graduated with my Master's and have been employed for two months. Is it possible to file for an EB2 given my two years of IT experience in India? Would I need to wait for an H1B to begin the process?\",\n", + "\"_answer\": \"Your lawyer should evaluate your case. Generally, nothing prevents you from filing a PERM application while on OPT and an EB2 is likely an achievable goal.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible to apply for a green card while on OPT? I acquired my Master's last summer and have been working for two months. Is it feasible to file for an EB2, given my two years of IT experience in India? Or must I wait for an H1B?\",\n", + "\"_answer\": \"This requires your attorney to assess your case. Generally speaking, there is nothing preventing you from submitting a PERM application while on OPT and an EB2 seems to be a viable option.\"} \n", + "\n", + "\n", + "\n", + "43 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I switch my category from EB3 to EB2?\",\n", + "\"_answer\": \"It is feasible, but the permanent residency application will have to be restarted.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it achievable to change my classification from EB3 to EB2?\",\n", + "\"_answer\": \"Yes, however the green card process will need to be initiated again from the beginning.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I modify my category from EB3 to EB2?\",\n", + "\"_answer\": \"It is possible, but the permanent residency filing must be begun again from perm.\"} \n", + "\n", + "\n", + "\n", + "44 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"is it possible to put in an application for gc in the eb-2 category? i have a bsc from india plus a two year diploma from niit (in h1 and l1 they regarded my diploma as a master degree, i believe) and ten years of experience. is it possible to apply for a gc in the eb2 category?\",\n", + "\"_answer\": \"diplomas can be unpredictable. i think it is unlikely that eb-2 would work.\"}\n", + "\n", + "######\n", + "{\"_question\": \"am i able to apply for gc in the eb-2 category? i have a bsc from india and a two year diploma from niit (in h1 and l1 they considered my diploma to be a master degree, i assume) and ten years of experience. am i able to put in an application for a gc in the eb2 category?\",\n", + "\"_answer\": \"diplomas can be hard to predict. i think it is unlikely that eb-2 would be successful.\"}\n", + "\n", + "######\n", + "{\"_question\": \"am i able to submit an application for gc in the eb-2 category? i have a bsc from india and a two year diploma from niit (in h1 and l1 they thought of my diploma as a master degree, i surmise) and ten years of experience. am i able to submit an application for a gc in the eb2 category?\",\n", + "\"_answer\": \"diplomas can be hard to anticipate. i think it is doubtful that eb-2 would be successful.\"} \n", + "\n", + "\n", + "\n", + "45 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for EB2? I have a Bachelor's Degree in Computer Science from India and 7.5 years of experience in a related field. Can I apply for a Green Card under this category?\",\n", + "\"_answer\": \"It looks like you are eligible for EB-2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I suited for EB2? I received my Bachelor's Degree in Computer Science from India and I have 7.5 years of experience in the same field. Can I submit a Green Card application under this classification?\",\n", + "\"_answer\": \"It appears that you qualify for EB-2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2? I possess a Bachelor's Degree in Computer Science from India and have 7.5 years of experience in a related area. Can I apply for a Green Card in this category?\",\n", + "\"_answer\": \"You seem to be qualified for EB-2.\"} \n", + "\n", + "\n", + "\n", + "46 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for the EB-2 category? I am working for one of the largest companies as a mechanical engineer and I am transitioning from mechanical engineer to product development engineer within the same company. The job requires a bachelor's degree plus two to five years of experience. I have a bachelor's degree with four years, a master's degree from the US, one year and four months of research assistant experience, 10 months of teaching assistant experience, and three years and seven months of experience as a mechanical engineer.\",\n", + "\"_answer\": \"Yes, you are eligible for the EB-2 category. The minimum requirements for the job are two years of experience and you meet that requirement.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for the EB-2 category? I am employed as a mechanical engineer at one of the largest companies and I am changing my job to product development engineer within the same company. The job requires a bachelor's degree and two to five years of experience. I have a bachelor's degree with four years, a master's degree from the US, one year and four months of research assistant experience, 10 months of teaching assistant experience, and three years and seven months of experience as a mechanical engineer.\",\n", + "\"_answer\": \"Yes, you meet the qualifications for the EB-2 category. The minimum requirement for the job is two years of experience and you fulfill that requirement.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I suitable for the EB-2 category? I am working as a mechanical engineer at one of the largest companies and I am transitioning to product development engineer within the same company. The job requires a bachelor's degree and two to five years of experience. I have a bachelor's degree with four years, a master's degree from the US, one year and four months of research assistant experience, 10 months of teaching assistant experience, and three years and seven months of experience as a mechanical engineer.\",\n", + "\"_answer\": \"Yes, you are eligible for the EB-2 category. The job requires a minimum of two years of experience and you meet that requirement.\"} \n", + "\n", + "\n", + "\n", + "47 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for EB-2 with my 3 year Bachelor's degree in Computer Science and 2 year Master's degree in Computer Science from India?\",\n", + "\"_answer\": \"It is a possibility, however, your attorney must determine which route is more suitable for you: assess if the two degrees are equivalent to a Bachelor's and use the Bachelor's plus 5 years for EB-2, or just use the Master's degree (which carries more risk).\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have a 3 year Bachelor's in Computer Science and 2 year Master's in Computer Science from India. My education evaluation says Master's. Is it possible to apply for EB-2?\",\n", + "\"_answer\": \"It is a potential option, however, your legal representative must assess which path is more appropriate for you: evaluate if the two degrees are equal to a Bachelor's and use the Bachelor's plus 5 years for EB-2, or just use the Master's degree (which has more risk).\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB-2 with my 3 year Bachelor's in Computer Science and 2 year Master's in Computer Science from India?\",\n", + "\"_answer\": \"It is possible, but your lawyers must decide which route is better for you: determine if the two degrees are equal to a Bachelor's and use the Bachelor's plus 5 years for EB-2, or just use the Master's degree (which is more risky).\"} \n", + "\n", + "\n", + "\n", + "48 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the criteria for eb-2? I hold a four-year degree in civil engineering and have had 13 years of documented experience in the IT industry. Is eb2 or eb3 my option?\",\n", + "\"_answer\": \"You may be eligible for eb2\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for eb-2? I have a bachelors degree in civil engineering and have had 13 years of progressive experience in the IT field. Could I be considered for eb2 or eb3?\",\n", + "\"_answer\": \"It is possible that you qualify for eb2\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for eb-2? I completed a four-year program in civil engineering and have had 13 years of progressive experience in the IT industry. Could I be approved for eb2 or eb3?\",\n", + "\"_answer\": \"You could be eligible for eb2\"} \n", + "\n", + "\n", + "\n", + "49 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I need a master's degree? I have a two-year B.Com from my home country, and a Chartered Accountancy certification. I have 10 years of accounting experience, and a CPA. My firm's lawyers refused to file an EB-2 and insisted on an EB-3. I know two people from another accounting firm with the same credentials (even the same university) who filed an EB-2 and got a green card. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a BBA in Accounting and Finance based on my B.Com and CA. But the lawyers insisted that for the green card process, USCIS won't consider a CA.\",\n", + "\"_answer\": \"Your lawyers are correct in that a CA is not accepted as education by USCIS. You should consult a credentials evaluation agency about obtaining a master's degree.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What degree do I need? I have a two-year B.Com from my home country and a Chartered Accountancy certification. I have 10 years of accounting experience and a CPA. My firm's lawyers refused to file an EB-2 and insisted on an EB-3. I know two people from another accounting firm with the same credentials (even the same university) who filed an EB-2 and got a green card. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a BBA in Accounting and Finance based on my B.Com and CA. But the lawyers asserted that for the green card process, USCIS won't accept a CA.\",\n", + "\"_answer\": \"Your lawyers are correct that the USCIS does not recognize a CA as an educational credential. You should talk to a credentials evaluation agency about getting a master's degree.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What qualifications do I need? I have a two-year B.Com from my home country plus a Chartered Accountancy certification. I have 10 years of accounting experience and a CPA. My firm's lawyers refused to file an EB-2 and insisted on an EB-3. I know two people from another accounting firm with the same credentials (even the same university) who filed an EB-2 and got a green card. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a BBA in Accounting and Finance based on my B.Com and CA. But the lawyers said that for the green card process, USCIS won't accept a CA.\",\n", + "\"_answer\": \"Your lawyers are correct that the USCIS does not recognize a CA as an educational credential. You should consult a credentials evaluation agency about obtaining a master's degree.\"} \n", + "\n", + "\n", + "\n", + "50 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it permissible to switch jobs and submit a PERM and I-140 application under EB-2 instead of EB-3 with my new employer? How risky is this? I could stay with my current job, but it would take another three years to get my green card under EB-3 with my priority date of February 2007.\", \n", + "\"_answer\": \"You can submit an I-485 when your priority date becomes current (and then get an EAD). Priority dates are reported in the Visa Bulletin. I do not see an issue with transferring the priority date if you file an EB-2 through a new employer. As for risk, that should be evaluated by your attorneys.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I switch jobs and file a PERM and I-140 under EB-2 instead of EB-3 with the new employer? What is the risk involved? I can stay with my current job, but it will take another three years to get my green card under EB-3 with my priority date of February 2007.\", \n", + "\"_answer\": \"You can file an I-485 when your priority date is current (and then receive an EAD). Priority dates are posted in the Visa Bulletin. I do not see a problem with transferring the priority date if you apply for an EB-2 through a new employer. As far as risk, that should be assessed by your lawyers.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I allowed to change jobs and submit a PERM and I-140 under EB-2 in place of EB-3 with the new employer? How dangerous is this? I could stay with my current job, but it would take another three years to get my green card under EB-3 with my priority date of February 2007.\", \n", + "\"_answer\": \"You can file an I-485 when your priority date is current (and then get an EAD). Priority dates are reported in the Visa Bulletin. I do not see an issue with carrying the priority date forward if you file an EB-2 through a new employer. As for danger, that should be evaluated by your attorneys.\"} \n", + "\n", + "\n", + "\n", + "51 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Would my qualifications and current job as a senior consultant in a company that implements eqms for biologics, med device and pharma companies qualify me for EB-2 if I apply for green card? If I change employers before the green card is approved, what will happen?\",\n", + "\"_answer\": \"It is possible that you may be eligible for EB-2, depending on your qualifications and the job requirements. If you leave before the I-140 is approved, you may not receive any benefit from the application process. However, if you leave after the I-140 has been approved, you can still keep your priority date and use it to apply for a green card.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have a master's degree in biomedical engineering and am currently employed as a senior consultant in a company that implements eqms for biologics, med device and pharma companies, will I qualify for EB-2 if I apply for a green card? Will I have to start the process over if I switch employers before the green card is approved?\",\n", + "\"_answer\": \"It is possible that you could be eligible for EB-2 depending on your qualifications and the job requirements. If you leave before the I-140 is approved, it is likely that you will not receive any benefit from the application process. However, if you leave after the I-140 has been approved, you can still keep your priority date and use it to apply for a green card.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have a master's degree in biomedical engineering and am currently a senior consultant in a company that implements eqms for biologics, med device and pharma companies, would I be able to get EB-2 if I apply for a green card? Would I have to start from the beginning if I switch employers before the green card is approved?\",\n", + "\"_answer\": \"It is possible that you may be eligible for EB-2 depending on your qualifications and the job requirements. If you leave before the I-140 is approved, you may not gain any benefit from the application process. However, if you leave after the I-140 has been approved, you can still keep your priority date and use it to apply for a green card.\"} \n", + "\n", + "\n", + "\n", + "52 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I switch jobs after I-140 approval? I am in my fifth year of H1B status and my current employer has filed a PERM under EB-3, which has a six year backlog. I am wondering if I can wait for the I-140 approval, get a three year extension with my current employer, and then switch jobs? Will I be able to get three more years on H1 with a new employer?\",\n", + "\"_answer\": \"It is possible and typical for a new employer (Employer B) to get an H1 extension based on an I-140 approval from a prior employer (Employer A). You should consult with an attorney for more details.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I change jobs after I-140 approval? I have been on H1B for five years and my current employer has initiated the PERM process under EB-3, which is subject to a six year backlog. I would like to know if I can wait for the I-140 approval, get a three year extension with my current employer, and then find a new job? Is it possible to get three more years on H1 with a different employer?\",\n", + "\"_answer\": \"It is possible to obtain an H1 extension from a new employer (Employer B) based on an I-140 approval from a prior employer (Employer A). It is recommended to speak with an attorney for more information.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I switch jobs after I-140 approval? I have been on H1B for five years and my current employer has started the PERM process under EB-3, which is subject to a six year backlog. I want to know if I can wait for the I-140 approval, get a three year extension with my current employer, and then move to a new company? Is it possible to get three more years on H1 with a different employer?\",\n", + "\"_answer\": \"It is possible to receive an H1 extension from a new employer (Employer B) based on an I-140 approval from a prior employer (Employer A). It is advised to consult with an attorney for further details.\"} \n", + "\n", + "\n", + "\n", + "53 \n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I need to wait for a promotion before starting the green card process to qualify for EB-2? Is a Bachelor's degree plus five years of post-Bachelor's experience or a Master's degree plus two years of experience enough to meet the requirements for EB-2?\",\n", + "\"_answer\": \"It is best to consult with your lawyers to decide when to file. For EB-2, either a minimum Master's degree or a Bachelor's degree plus five years of post-Bachelor's experience is the required qualification.\"}\n", + "######\n", + "{\"_question\": \"Should I wait to apply for my green card until I receive a promotion to qualify for EB-2? Does my Bachelor's plus five years of experience or my Master's plus two years of experience meet the requirements for EB-2?\",\n", + "\"_answer\": \"You should discuss with your lawyers when to submit the application. EB-2 requires either a minimum Master's degree or a Bachelor's plus five years of post-Bachelor's experience.\"}\n", + "######\n", + "{\"_question\": \"Do I need to wait for a promotion before I start the green card process in order to be eligible for EB-2? Is a Bachelor's plus five years' post-Bachelor experience or a Master's plus two years' experience sufficient to meet the criteria for EB-2?\",\n", + "\"_answer\": \"It is advisable to speak with your lawyers to decide when to file. For EB-2, either a minimum Master's degree or a Bachelor's plus five years of post-Bachelor's experience is the necessary qualification.\"} \n", + "\n", + "\n", + "\n", + "54 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2?\",\n", + "\"_answer\": \"It depends. If your software engineering diploma is postgraduate and recognized, then you may be eligible.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I suitable for EB2?\",\n", + "\"_answer\": \"That depends. If your software engineering diploma is postgraduate and accepted, then you could be eligible.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for EB2?\",\n", + "\"_answer\": \"It depends. If your software engineering diploma is postgraduate and acknowledged, then you might be suitable.\"} \n", + "\n", + "\n", + "\n", + "55 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2 green card? I have a B.Sc. in Computer Science (3 years) and an M.Sc. in Computer Science (2 years). Additionally, I have 9 years of experience in a Tech Architect-Lead role (leading 5-20 people). My M.Sc. was evaluated as a US MS for my H1 visa approval. Am I eligible?\",\n", + "\"_answer\": \"If your B.Sc. and M.Sc. are related to your work, then you should be able to apply for EB2 green card.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for EB2 green card? I have a B.Sc. in Computer Science (3 years) and an M.Sc. in Computer Science (2 years). Plus, I have 9 years of experience in a Tech Architect-Lead position (leading 5-20 people). My M.Sc. was evaluated as a US MS for my H1 visa approval. Can I qualify?\",\n", + "\"_answer\": \"If your Bachelor's and Master's degrees are in the same field and relevant to your job, then you should be able to apply for EB2 green card.\"} \n", + "\n", + "\n", + "\n", + "56 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I switch from an EB3 to an EB2 green card through portability? My EB3 I-485 is pending with a priority date of 06/2006. My current employer is willing to file a new EB2 as I have an Indian equivalent master's degree (3+3 years) and more experience as well as increased job duties. Is this allowed and will I be able to keep my EB3 priority date? What is the minimum wage for the EB2 category? Does my current company experience count for the new EB2? Any advice on the EB2 job requirements?\",\n", + "\"_answer\": \"In theory, this is a possibility. As far as the practical implications, you should consult with the attorneys who will be representing you in the new green card process.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it feasible to switch from an EB3 to an EB2 green card through portability? My EB3 I-485 is pending with a priority date of 06/2006. My employer is willing to file a new EB2 as I have an Indian equivalent master's degree (3+3 years) and more experience as well as increased job responsibilities. Am I able to do this and keep my EB3 priority date? What is the minimum wage for the EB2 category? Does my current company experience apply to the new EB2? Any guidance on the EB2 job duties?\",\n", + "\"_answer\": \"In theory, this is doable. As to the practical implications, you must speak with the lawyers who will be representing you in the second green card process.\"} \n", + "\n", + "\n", + "\n", + "57 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2 status if I have a Master's degree in Electrical Engineering and 3 years of experience?\",\n", + " \"_answer\": \"Yes, you meet the requirements for EB2 unless the job has different qualifications that are less than a Bachelor's degree and 5 years of experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have a Master's in Electrical Engineering and 3 years of experience, will I qualify for EB2?\",\n", + " \"_answer\": \"Yes, you are eligible for EB2 unless the job requires qualifications that are less than a Bachelor's degree plus 5 years of experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for EB2 with a Master's in Electrical Engineering and 3 years of experience?\",\n", + " \"_answer\": \"Yes, you fulfill the criteria for EB2 unless the job has different qualifications that are lower than a Bachelor's degree and 5 years of experience.\"} \n", + "\n", + "\n", + "\n", + "58 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for an EB2 visa if I have a Master's in Computer Science and 6 months experience?\",\n", + "\"_answer\": \"It depends on if the job requires a Master's degree or not.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the requirement for an EB2 visa if I have a Master's in Computer Science and 6 months experience?\",\n", + "\"_answer\": \"If the job requires a Master's degree, then you may be eligible.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I suitable for an EB2 visa if I possess a Master's in Computer Science and 6 months experience?\",\n", + "\"_answer\": \"It depends if the job requires a Master's degree or not.\"} \n", + "\n", + "\n", + "\n", + "59 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What are my odds of obtaining a green card through the EB-2 category once I have graduated with a PhD in semiconductor devices and obtained a job in the industry?\",\n", + "\"_answer\": \"Your chances of getting a green card through the EB-2 are quite good.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I am in the final year of my PhD in semiconductor devices at a US university, and have around 5 first author publications, what are my prospects of getting a green card through the EB-2 category once I have secured a job in the industry?\",\n", + "\"_answer\": \"It looks like you have a great chance of getting a green card through the EB-2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Given my current situation - final year of a PhD in semiconductor devices at a US university, with 5 first author publications - how likely is it that I can get a green card through the EB-2 category when I get a job in the industry?\",\n", + "\"_answer\": \"Your probability of getting a green card through the EB-2 is quite high.\"} \n", + "\n", + "\n", + "\n", + "60 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to transfer my Priority Date from an EB3 to an EB2? I filed for a PERM under the EB3 category on October 1, 2008 and received an audit. According to the current PERM dates, they are processing audits from August 2008. Could I file with the same employer under EB2? If yes, could I also keep the EB3 application running in parallel? Is there any way I can transfer my PD after I-140 approval if I file a new EB2? I have already been on an H1B for 4 years and 2 months. Could you please advise me if I can change my employer to file for EB2 or not? Is there any way to transfer my EB3 PD for EB2?\",\n", + "\"_answer\": \"It is not possible to have two PERM applications for the same individual from the same company. However, if you have a valid explanation, there is no law that prevents it. You cannot transfer the PD until the I-140 is approved. I recommend changing jobs right away as you may have enough time.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it feasible to take my Priority Date from an EB3 to an EB2? I submitted my PERM under the EB3 category on October 1, 2008 and got an audit. According to the current PERM dates, they are processing audits from August 2008. Can I file with the same employer under EB2? If yes, can I keep the EB3 application running concurrently? Is there any way to take my PD after I-140 approval if I file a new EB2? I have already been on an H1B for 4 years and 2 months. Could you please suggest if I can switch my employer to file for EB2 or not? Is there any way to transfer my EB3 PD for EB2?\",\n", + "\"_answer\": \"It is not logical to have two PERM applications for the same individual from the same company. However, if you have a valid, logical reason, there is no law that prevents it. You cannot move the PD until the I-140 is approved. I suggest changing jobs immediately as you may have just enough time.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to move my Priority Date from an EB3 to an EB2? I filed for a PERM under the EB3 category on October 1, 2008 and got an audit. According to the current PERM dates, they are processing audits from August 2008. Could I file with the same employer under EB2? If yes, could I also keep the EB3 application running in parallel? Is there any way to move my PD after I-140 approval if I file a new EB2? I have already been on an H1B for 4 years and 2 months. Could you please advise me if I can change my employer to file for EB2 or not? Is there any way to transfer my EB3 PD for EB2?\",\n", + "\"_answer\": \"It is not possible to have two PERM applications for the same individual from the same company. However, if you have a valid explanation, there is no law that stops it. You cannot shift the PD until the I-140 is approved. I recommend switching jobs right away as you may have just enough time.\"} \n", + "\n", + "\n", + "\n", + "61 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I able to apply for EB2 with my qualifications?\", \n", + "\"_answer\": \"It is unlikely that you would qualify for EB2 based on your 3-year bachelor's degree, software architect certification, 15+ years of experience, and salary of over 100K.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I be eligible for EB2 with my background?\", \n", + "\"_answer\": \"It is unlikely that you would be approved for EB2 given your 3-year bachelor's degree, software architect certification, 15+ years of experience, and salary of over 100K.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do my qualifications fit the requirements for EB2?\", \n", + "\"_answer\": \"It is unlikely that you meet the requirements for EB2 with your 3-year bachelor's degree, software architect certification, 15+ years of experience, and salary of over 100K.\"} \n", + "\n", + "\n", + "\n", + "62 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to apply for EB2 Schedule A if my PERM application was recently denied due to a layoff in my company? Will the denial have any effect on the Schedule A application? Is it okay to submit the Schedule A application right away or is there a waiting period?\",\n", + "\"_answer\": \"If you meet the qualifications, you can submit a Schedule A application. I don't think the PERM denial or layoffs should have any impact on the Schedule A application, and there is no need to wait to file.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I recently had my PERM application denied due to a layoff in my company. Can I apply for EB2 Schedule A to bypass the labor certification step? Will the denial of the PERM application have any effect on the Schedule A application? Is it okay to submit the Schedule A application right away or do I have to wait?\",\n", + "\"_answer\": \"If you are eligible, you can file for Schedule A. I can't imagine how the PERM denial or layoffs would cause any issues, and there is no requirement to delay submitting the Schedule A application.\"}\n", + "\n", + "######\n", + "{\"_question\": \"My PERM application was denied due to my company's recent layoff. Can I apply for EB2 Schedule A to avoid the labor certification step? Will the denial of the PERM application have any influence on the Schedule A application? Is it alright to submit the Schedule A application right away or should I wait for a certain period of time?\",\n", + "\"_answer\": \"If you qualify, you can submit a Schedule A application. I can't think of any way the PERM denial or layoffs would have any effect and there should be no need to wait to file.\"} \n", + "\n", + "\n", + "\n", + "63 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for eb2? I have a B.Tech in engineering from India and 13+ years of experience in IT. I am a IT Architect, and my company is ready to process my green card. Can I apply?\",\n", + "\"_answer\": \"It appears that you are eligible for eb-2 as long as your B.Tech is a 4-year degree.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for eb2? I have a B.Tech degree in engineering from India and I have worked in IT for more than 13 years. I am working as an IT Architect and my company is willing to process my green card. Am I qualified?\",\n", + "\"_answer\": \"It looks like you meet the qualifications for eb-2 as long as your B.Tech is a 4-year degree.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for eb2? I have a B.Tech in engineering from India and 13 years of experience in IT. I'm currently an IT Architect and my company is ready to start my green card application. Do I qualify?\",\n", + "\"_answer\": \"Assuming your B.Tech is a 4-year degree, it appears that you are eligible for eb-2.\"} \n", + "\n", + "\n", + "\n", + "64 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the qualifications for an EB-2 visa given my educational background and two years of work experience on an H-1B visa?\",\n", + "\"_answer\": \"Yes, you are eligible for an EB-2 visa. Whether a promotion is needed to be eligible for this visa is something that your lawyer and employer will need to decide. Any job that requires a master's degree or bachelor's degree plus five years of progressively responsible experience is sufficient for an EB-2 filing.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have a bachelor's degree from a 4-year US program and a master's degree from a 2-year program, and have been working on an H-1B visa for two years, what qualifications would I need to meet in order to be eligible for an EB-2 visa?\",\n", + "\"_answer\": \"You would be eligible for an EB-2 visa. It is up to your lawyer and employer to decide if a promotion is necessary for you to meet the requirements. Any position that requires a master's or bachelor's degree and five years of progressively responsible experience would be sufficient for an EB-2 filing.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What would I need to meet the requirements for an EB-2 visa if I have a 4-year US bachelor's degree, a 2-year master's degree, and two years of experience working on an H-1B visa?\",\n", + "\"_answer\": \"You would be qualified for an EB-2 visa. Whether or not a promotion is necessary for you to be eligible for this visa is something that your lawyer and employer must determine. Any job that requires a master's or bachelor's degree plus five years of progressively responsible experience would be sufficient for an EB-2 filing.\"} \n", + "\n", + "\n", + "\n", + "65 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for EB2? I completed my BSc (3 years) in Computer Science from St. Xavier's Mumbai, then I finished my MCA (3 years) from REC Trichy. I have 7 years of IT experience. My employer is filing my GC. Can I get EB2?\",\n", + "\"_answer\": \"Yes, you meet the qualifications for EB2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2? I studied BSc (3 years) in Computer Science from St. Xavier's Mumbai, then I got my MCA (3 years) from REC Trichy. I have 7 years of work in IT. My employer is submitting my GC. Am I eligible for EB2?\",\n", + "\"_answer\": \"Yes, you are eligible for EB2.\"} \n", + "\n", + "\n", + "\n", + "66 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I fulfill the requirements for an EB-2 green card if I have a 3-year Bachelor's degree (BSc) and a 3-year Bachelor's degree in Technology (BTech) from India, as well as 8 years of experience, if the job needs a MS or BS plus 5 years of experience?\", \n", + "\"_answer\": \"It is generally not allowed to combine two 3-year Bachelor's degrees. Therefore, it is unlikely that you meet the EB-2 requirements.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible to apply for a green card under the EB-2 category if I have a 3-year Bachelor's degree (BSc) and a 3-year Bachelor's degree in Technology (BTech) from India, as well as 8 years of experience, and the job requires a MS or BS plus 5 years of experience?\", \n", + "\"_answer\": \"It appears unlikely that you would qualify for EB-2 since combining two 3-year Bachelor's degrees is not usually allowed.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Will I be able to get a green card through the EB-2 program if I have a 3-year Bachelor's degree (BSc) and a 3-year Bachelor's degree in Technology (BTech) from India, as well as 8 years of experience, and the job requires a MS or BS plus 5 years of experience?\", \n", + "\"_answer\": \"It is doubtful that you would be able to meet the requirements for EB-2 since it is not usually allowed to combine two 3-year Bachelor's degrees.\"} \n", + "\n", + "\n", + "\n", + "67 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for an EB2 visa if I have a 3 year bachelor's degree from India and a 2 year master's degree from India, and 7 years of experience?\",\n", + "\"_answer\": \"In most cases, combining a 3 year bachelor's degree and a 2 year master's degree from the same or similar field can count as a 4 year degree for EB2 purposes. You should have a good chance of qualifying for EB2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have 3 years of undergraduate education in India and 2 years of post-graduate education in India, and 7 years of experience. Is this enough to qualify for an EB2 visa?\",\n", + "\"_answer\": \"It is likely that combining the 3 year bachelor's degree and the 2 year master's degree from the same or similar field can be considered as a 4 year degree for EB2 purposes. You should have a good chance of getting the EB2 visa.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have a 3 year bachelor's degree from India and a 2 year master's degree from India, and 7 years of experience. Does this meet the requirements for an EB2 visa?\",\n", + "\"_answer\": \"In most cases, combining the 3 year bachelor's degree and the 2 year master's degree from the same or similar field can be considered as a 4 year degree for EB2 purposes. You should have a good chance of qualifying for the EB2 visa.\"} \n", + "\n", + "\n", + "\n", + "68 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the timeline of the green card process if I start now?\",\n", + "\"_answer\": \"The duration of the green card process for individuals from countries with an EB2 backlog can range from 3-4 years or more, depending on various factors. A big plus is that you can transfer your priority date to a new employer and get an H-1B extension beyond 6 years once your I-140 is approved.\"}\n", + "\n", + "######\n", + "{\"_question\": \"How long would it take to get a green card if I initiate the process now?\",\n", + "\"_answer\": \"For those from countries with a backlog in the EB2 category, the wait time could be anywhere from 3-4 years or more, depending on certain conditions. One of the advantages of getting to the I-140 stage is that you can transfer your priority date to another employer and get an extension on your H-1B visa beyond 6 years.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I start the green card process now, how long will it take?\",\n", + "\"_answer\": \"For people from countries with an EB2 backlog, the time frame can range from 3-4 years or longer, depending on various factors. One of the benefits of getting to the I-140 stage is that you can take your priority date to a different employer and get an H-1B extension past 6 years.\"} \n", + "\n", + "\n", + "\n", + "69 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can my employer sponsor me for EB2 after they promote me as clinical specialist even if I have only 1 year and 1/2 experience with them?\",\n", + "\"_answer\": \"It is feasible to use the experience acquired with the same employer if the labor certain job is more than fifty percent distinct from the earlier positions held with the same employer. An experienced attorney can help you evaluate the chances.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it likely that my current employer will sponsor me for EB2 when they promote me to clinical specialist even if I have only 1 year and 1/2 experience with them?\",\n", + "\"_answer\": \"The existing law allows for the use of experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. A qualified lawyer can help you assess the possibilities.\"} \n", + "\n", + "\n", + "\n", + "70 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for EB2? Here are my details: I have a B.Tech in Electronics from India in 2004 and a total of 6 years of experience (3 in the US and 3 in India). Is it necessary to have 5 years of experience outside the US?\",\n", + "\"_answer\": \"Given your four-year degree and more than 5 years of post-degree work experience, you should be able to apply for EB2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for EB2? My credentials are: B.Tech in Electronics from India in 2004 and a total of 6 years of experience (3 in the US and 3 in India). Do I need 5 years of experience outside the US?\",\n", + "\"_answer\": \"With your four-year degree and more than five years of post-degree experience, you should be able to qualify for EB2.\"} \n", + "\n", + "\n", + "\n", + "71 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Does volunteer work count as experience for EB2? I have a BSOT and did two years of OT volunteer work in an adult setting in my home country, but I was not yet a licensed OT for the first six months.\",\n", + "\"_answer\": \"It is not mandated that paid experience is necessary for EB2, so volunteer experience could be used.\"}\n", + "\n", + "######\n", + "{\"_question\": \"For EB2, is volunteer work considered an experience? I graduated with a BSOT and had two years of OT volunteer work in an adult setting in my country of origin, but I was not yet a licensed OT for the first half-year.\",\n", + "\"_answer\": \"There is no requirement that I am aware of that demands paid experience for EB2; volunteer experience could potentially be accepted.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can volunteer work be counted as experience for EB2? I have a BSOT and did two years of OT volunteer work in an adult setting in my native country, but I was not yet a licensed OT for the first six months.\",\n", + "\"_answer\": \"No necessity exists that paid experience must be had for EB2, so volunteer experience could be taken into account.\"} \n", + "\n", + "\n", + "\n", + "72 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Will I be eligible for a green card under the EB-2 category if I have a Bachelor's degree in Computer Science Engineering (4yrs) and have been working as a Subject Matter Expert in the US on an L1B visa with 4 years of experience?\",\n", + "\"_answer\": \"You will need 5 years of experience after obtaining your Bachelor's degree to be eligible for a green card under the EB-2 category. Certifications do not usually count towards the requirement.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for a green card through the EB-2 category if I have a Bachelor's degree in Computer Science Engineering (4yrs) and am currently employed in the US on an L1B visa with 4 years of work experience?\",\n", + "\"_answer\": \"Five years of experience following the completion of your Bachelor's degree is necessary to qualify for a green card through the EB-2 category. Certifications are not typically considered in such cases.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I able to apply for a green card through the EB-2 category if I have a Bachelor's degree in Computer Science Engineering (4yrs) and am presently working in the US on an L1B visa with 4 years of experience?\",\n", + "\"_answer\": \"You will need 5 years of experience after completing your Bachelor's degree to be eligible for a green card through the EB-2 category. Certifications are not usually taken into account.\"} \n", + "\n", + "\n", + "\n", + "73 \n", + "\n", + "\n", + "\n", + "######{\"_question\":\"Does an individual have to find a similar job or position if they have an approved i-140?\",\n", + "\"_answer\":\"No, it is not necessary to locate a comparable job. The green card process must be repeated, but the priority date can be transferred to any job and category (eb1, eb2, eb3).\"}\n", + "\n", + "######{\"_question\":\"If an individual has an approved i-140, is it necessary to switch to a comparable job in order to keep the priority date?\",\n", + "\"_answer\":\"No, it is not essential to shift to a similar job. The green card procedure must be done again, yet the priority date can be moved to any job and category (eb1, eb2, eb3).\"}\n", + "\n", + "######{\"_question\":\"If someone has an approved i-140, do they need to switch to a similar occupation to maintain the priority date?\",\n", + "\"_answer\":\"No, it is not necessary to change to an equivalent job. The green card process has to be done again, but the priority date can be transferred to any job and category (eb1, eb2, eb3).\"} \n", + "\n", + "\n", + "\n", + "74 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to apply for an EB2 if the role requires a Bachelor's degree and 5 years of work experience? Additionally, is the concept of cross chargeability applicable to my Green Card application with my wife being an Indian citizen born in Kuwait?\", \n", + "\"_answer\": \"Yes, you can submit an EB2 application if the job requires a bachelor's degree and 5 years of post bachelor's experience. Cross chargeability is also applicable to your Green Card application with your wife being an Indian citizen born in Kuwait. Consult with a lawyer to discuss the details.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If the role I am in requires a Bachelor's degree and 5 years of work experience, am I eligible to apply for an EB2? Also, is cross chargeability applicable to my Green Card application with my wife being an Indian citizen born in Kuwait?\",\n", + "\"_answer\": \"You are eligible to submit an EB2 application if the job requires a bachelor's degree and 5 years of post bachelor's experience. Cross chargeability can also be used in your Green Card application with your wife being an Indian citizen born in Kuwait. Speak to a lawyer to learn more about the details.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for an EB2 if the role requires a Bachelor's degree and 5 years of work experience? Is it possible to take advantage of cross chargeability for my Green Card application if my wife is an Indian citizen born in Kuwait?\",\n", + "\"_answer\": \"You can apply for an EB2 if the job requires a bachelor's degree and 5 years of post bachelor's experience. Cross chargeability is also available for your Green Card application with your wife being an Indian citizen born in Kuwait. Consult a lawyer to find out more information.\"} \n", + "\n", + "\n", + "\n", + "75 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for an EB2 Visa with a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in OT from the US?\",\n", + "\"_answer\": \"My understanding is that you can qualify for an EB2 visa if your job requires an advanced degree.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the criteria for an EB2 visa if I have a Bachelor of Science in Occupational Therapy from the Philippines and am currently pursuing an advanced degree in OT in the US?\",\n", + "\"_answer\": \"Based on my knowledge, you should be eligible for an EB2 visa if your job requires an advanced degree.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I able to apply for an EB2 visa if I have a Bachelor of Science in Occupational Therapy from the Philippines and am completing an advanced degree in OT in the US?\",\n", + "\"_answer\": \"In my opinion, you should be able to qualify for an EB2 visa if your job requires an advanced degree.\"} \n", + "\n", + "\n", + "\n", + "76 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Many thanks for offering your invaluable advice to hundreds of us. Is it possible for me to use the current priority date of my wife's country (Russia) for her green card application, as she is my dependent?\",\n", + "\"_answer\": \"Yes, that is accurate. This is known as 'cross changeability'.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I appreciate your help to so many of us. Can I use the current priority date of my wife's nation of origin (Russia) for her green card application, since she is my dependent?\",\n", + "\"_answer\": \"Yes, that is correct. This is referred to as 'cross changeability'.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Your guidance has been a great help to all of us. Is it permissible for me to use the current priority date of my wife's country (Russia) for her green card application, since she is my dependent?\",\n", + "\"_answer\": \"Yes, that is correct. This is called 'cross changeability'.\"} \n", + "\n", + "\n", + "\n", + "77 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I be eligible for an EB2 if my employer is willing to hire me in another position with the new job requirements of a Master's degree?\",\n", + "\"_answer\": \"Yes, you can be eligible for an EB2 if the job position requires a post graduate degree or Bachelor's degree with five years of experience at a minimum.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I am offered a state job with a Bachelor's degree and one year experience, can I still qualify for an EB2 if my employer is willing to hire me for a new position with a Master's degree?\",\n", + "\"_answer\": \"Yes, you may be eligible for an EB2 if the job position requires a post graduate degree or Bachelor's degree with five years of experience at a minimum.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Will I be able to get an EB2 if I am offered a state job with the requirements of a Bachelor's degree and one year experience, but my employer is willing to hire me for a different role that requires a Master's degree?\",\n", + "\"_answer\": \"Yes, you will be able to qualify for an EB2 if the job position requires a post graduate degree or Bachelor's degree with five years of experience at a minimum.\"} \n", + "\n", + "\n", + "\n", + "78 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for the EB2 category if I have a 5 year Bachelor's degree from a traditional school in the US and a 2 year MBA through online distance education from an accredited university in the US, and the job requires an advanced degree?\",\n", + "\"_answer\": \"The determining factor is whether the degree is accredited. You should consult with the school to find out.\"}\n", + "\n", + "######\n", + "{\"_question\": \"In order to qualify for the EB2 category, which has a requirement for an advanced degree, do my qualifications of a 5 year Bachelor's degree from a US traditional school and a 2 year MBA from an accredited US university through distance education suffice?\",\n", + "\"_answer\": \"The key here is verifying that the degree is accredited. Contact the school to confirm this.\"} \n", + "\n", + "\n", + "\n", + "79 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I need a job that requires an MS degree from a US university to be eligible for EB-2?\",\n", + "\"_answer\": \"Yes, the job must also demand EB-2 level qualifications.\"}\n", + "\n", + "######\n", + "{\"_question\": \"In order to be qualified for EB-2, does the job have to specify a MS degree from an American university?\",\n", + "\"_answer\": \"Yes, the job must also necessitate EB-2 level qualifications.\"}\n", + "\n", + "######\n", + "{\"_question\": \"To be eligible for EB-2, is it enough to have a MS degree from a US university or must the job explicitly mention it?\",\n", + "\"_answer\": \"The job must also necessitate EB-2 level qualifications.\"} \n", + "\n", + "\n", + "\n", + "80 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Does my education background present any issues with my I-140, considering my PERM is approved under EB2? I have a 3 year diploma, 3 year B.Tech, 1.5 year M.Tech and 8 years of experience at the time of PERM, and all of my education is from India.\",\n", + "\"_answer\": \"There are some variables to consider. Generally, if the B.Tech should have been a 4 year degree, but you completed it in three due to your diploma, you should be okay.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Does my education background present any issues for my I-140 application, since my PERM is approved under EB2? I have a 3 year diploma, 3 year B.Tech, 1.5 year M.Tech and 8 years of experience when the PERM was approved, and all of my education is from India.\",\n", + "\"_answer\": \"There are a few things to consider. Generally, if you were supposed to have a 4 year B.Tech degree but got it in three due to your diploma, you should be in the clear.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Will my education background cause any problems with my I-140, since my PERM is approved under EB2? I have a 3 year diploma, 3 year B.Tech, 1.5 year M.Tech and 8 years of experience when the PERM was approved, and all of my education is from India.\",\n", + "\"_answer\": \"There are some variables to take into account. Generally, if your B.Tech should have been a 4 year program but you completed it in three due to your diploma, you should be fine.\"} \n", + "\n", + "\n", + "\n", + "81 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can you tell me the typical amount of time it takes to get a green card through the EB2 category? I have a Master's in International Business and 7 years of expertise in the US and EU. I have a job offer from the US and I'd like to submit the application.\",\n", + "\"_answer\": \"The biggest hindrance for most people is the movement of the priority date. Check out the Visa Bulletin and the Permanent Processing Times to get a good understanding.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the average duration for getting a green card through EB2? I have a Master's in International Business and 7 years of experience in the US and EU. I got a job offer from the US and I would like to submit the petition.\",\n", + "\"_answer\": \"The major obstacle for many people is the advancement of the priority date. Have a look at the Visa Bulletin and the Permanent Processing Times for a better understanding.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can you give me an idea of the regular length of time to acquire a green card through the EB2 category? I possess a Master's in International Business and 7 years of knowledge in the US and EU. I have a job offer from the US and I would like to file the petition.\",\n", + "\"_answer\": \"The main delay for most individuals is the progression of the priority date. Review the Visa Bulletin and the Permanent Processing Times to gain a better comprehension.\"} \n", + "\n", + "\n", + "\n", + "82 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do I fulfill the EB-2 eligibility requirements? I have a Bachelors in Computing from the UK which was a three-year course and a Masters in Computing from the UK which was a one-year course. Will I be eligible for the EB-2 category?\",\n", + "\"_answer\": \"It is impossible to determine. It all depends on the type of degrees and the language used in the Form I-9089.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for the EB-2 classification? I have a Bachelor's degree in Computing from the UK which was a three-year program and a Master's degree in Computing from the UK which was a one-year program. Will I fit the EB-2 category?\",\n", + "\"_answer\": \"It is not possible to forecast. It all depends on the kinds of degrees and the language used in the Form I-9089.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the EB-2 eligibility requirements? I have a Bachelors in Computing from the UK which was a three-year course and a Masters in Computing from the UK which was a one-year course. Am I qualified for the EB-2 category?\",\n", + "\"_answer\": \"It is impossible to tell. It all depends on the type of degrees and the language used in the Form I-9089.\"} \n", + "\n", + "\n", + "\n", + "83 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Is cross-chargeability a possibility for me, given my circumstances? I was born in India, have an approved EB2 I-140 but can't apply for I-485 since my Priority Date is November 2008. Would marrying my girlfriend, who was born in a country other than India/China, enable us to file for I-485 right away? Does it matter if she's not in the US or on a different visa than H1B?\",\n", + "\"_answer\": \"Cross-chargeability may be an option if your partner was born in a country other than your own. She can only submit an I-485 if she is currently in the US.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I take advantage of cross-chargeability in my situation? I was born in India, have a valid EB2 I-140 but can't file for I-485 due to my Priority Date being November 2008. If I marry my girlfriend, who was born in a country other than India/China, will it let us submit our I-485s immediately? Does her current location or visa type make a difference?\",\n", + "\"_answer\": \"Cross-chargeability may be an option if your spouse was born outside of India. She can only apply for I-485 if she is in the US.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is cross-chargeability an option for me? I'm from India, have an approved EB2 I-140 but can't apply for I-485 because my Priority Date is November 2008. Would marrying my girlfriend, who was born in a country other than India/China, let us file for I-485 right away? Does her current location or visa status have any effect?\",\n", + "\"_answer\": \"Cross-chargeability may be available if your partner was born outside of India. She can only submit an I-485 if she is in the US.\"} \n", + "\n", + "\n", + "\n", + "84 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can a US Embassy reject my application despite USCIS approval?\",\n", + "\"_answer\": \"It is possible, although unlikely.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it conceivable that the US Embassy could deny me even though I have USCIS approval?\",\n", + "\"_answer\": \"It is a remote possibility.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is there any chance that the US Embassy could turn me down after my USCIS approval?\",\n", + "\"_answer\": \"It is not common, but it can happen.\"} \n", + "\n", + "\n", + "\n", + "85 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the eligibility criteria for EB-2 US Masters Degree for a Technology Professional with 9 years of work experience?\", \n", + "\"_answer\": \"If you have obtained a master's degree and plan to apply for permanent residency next year, you should be eligible to apply under EB-2 US Masters Degree.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified to apply for EB-2 US Masters Degree if I have a MBA in Finance and 9 years of work experience?\",\n", + "\"_answer\": \"Yes, if you have earned the degree and are filing for permanent residency, you should be able to get EB-2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I use my MBA in Finance and 9 years of work experience to apply for EB-2 US Masters Degree?\",\n", + "\"_answer\": \"Yes, as long as you have obtained the master's degree and are filing for permanent residency, you should be able to get EB-2.\"} \n", + "\n", + "\n", + "\n", + "86 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can company B use company A's labor certificate and refile the I-140 again?\",\n", + "\"_answer\": \"It is possible to submit a new PERM under EB2 and transfer the priority date.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it possible to submit a new PERM under EB2 with company B using company A's labor certificate and refile the I-140?\",\n", + "\"_answer\": \"Yes, you can do that and transfer the priority date.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can company B refile the I-140 with company A's labor certificate using EB2?\",\n", + "\"_answer\": \"Yes, that is a viable option and you can transfer the priority date.\"} \n", + "\n", + "\n", + "\n", + "87 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Do you have any approval cases with a 10+3.5 year diploma and a 3 year BS degree?\",\n", + "\"_answer\": \"I would advise caution in this situation as these types of cases can be difficult to get approved. It would be best to discuss your concerns with your lawyers and, if possible, get a written response.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have a 10+3.5 year diploma and a 3 year BS degree, and my labor is in process under the EB2 category. Will my I-140 be denied because of my education?\",\n", + "\"_answer\": \"I cannot be sure without knowing the specifics, however, this kind of case can be hard to get approved. My advice would be to talk to your lawyers and, if possible, get a written response regarding your worries.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have a 10+3.5 year diploma in computer engineering and a 3 year BS in information systems (BITS). Is it likely that my I-140 will be denied due to my education?\",\n", + "\"_answer\": \"It is hard to say without knowing the details, but I would be wary in this situation. I recommend consulting your lawyers and, if possible, getting a written reply to your concerns.\"} \n", + "\n", + "\n", + "\n", + "88 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the likelihood that my EB1 extraordinary ability application will be accepted on my second filing?\",\n", + "\"_answer\": \"It is impossible to predict the outcome of your application without having access to your records and case.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What are the chances of my EB1 application being accepted after I refiled it?\",\n", + "\"_answer\": \"It is not possible to accurately assess the situation without having all of the information related to your case.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the probability of my EB1 application being approved if I resubmit it?\",\n", + "\"_answer\": \"It is impossible to make a prediction without having the necessary details about your case.\"} \n", + "\n", + "\n", + "\n", + "89 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for an EB2 visa? I have a Bachelor's degree, completed a course of study equivalent to a Master's degree, and am employed as a faculty member or administrator at a leading nursing school in Manila. Additionally, I am currently pursuing a PhD in Biology at a top university in Manila. Is EB2 a family-based petition? My parents live in New Jersey.\", \n", + "\"_answer\": \"EB stands for employment-based. To be eligible for an EB2 visa, you must have either a post-graduate degree (by US standards) or a Bachelor's degree with five years of progressively responsible experience. You should speak to your lawyer about applying for an EB2 and transferring your priority date.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I apply for an EB2 visa? I have a Bachelor's degree, completed a course of study equivalent to a Master's degree, and am employed as a faculty member or administrator at a leading nursing school in Manila. I am also currently enrolled in a PhD program in Biology at a top university in Manila. Is an EB2 a family-based petition? My parents are in New Jersey.\", \n", + "\"_answer\": \"EB stands for employment-based. To be eligible for an EB2 visa, you must have either a post-graduate degree (by US standards) or a Bachelor's degree with five years of progressively responsible experience. You should consult with your attorney about applying for an EB2 and transferring your priority date.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I qualified for an EB2 visa? I hold a Bachelor's degree, completed a course of study that is equivalent to a Master's degree, and I am employed as a faculty member or administrator at a leading nursing school in Manila. I am also currently pursuing a PhD in Biology at a top university in Manila. Is an EB2 a family-based petition? My parents live in New Jersey.\", \n", + "\"_answer\": \"EB stands for employment-based. To be eligible for an EB2 visa, you must have either a post-graduate degree (by US standards) or a Bachelor's degree with five years of progressively responsible experience. You should speak to your lawyer about applying for an EB2 and transferring your priority date.\"} \n", + "\n", + "\n", + "\n", + "90 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What do I need to do to apply for EB2 with my master transcript?\",\n", + "\"_answer\": \"Immigration law focuses on when the degree was completed, not when the diploma was awarded. Consult with your lawyer for further advice.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can I submit my transcript and letter for an EB2 application?\",\n", + "\"_answer\": \"The immigration law looks to when the degree was finished, not when the diploma was given. You should speak with your lawyer for more information.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I need to wait until I receive the diploma to submit for EB2?\",\n", + "\"_answer\": \"Generally, the immigration law looks at when the degree was achieved, not the diploma. It is best to consult with your lawyer for further guidance.\"} \n", + "\n", + "\n", + "\n", + "91 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"What is the likelihood of my educational qualifications leading to a denial in the EB-2 category when I file? Will this be taken into account at the I-140, I-485, or both?\", \n", + "\"_answer\": \"The chances of a denial due to educational qualifications are usually higher at the I-140 stage. However, USCIS has the authority to review and question any of these matters at any stage. I have seen approved I-140's being reopened and denied at the I-485 stage.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the risk of my educational background resulting in a rejection when I apply for the EB-2 visa? Will this be checked at the I-140 or I-485 stage, or both?\", \n", + "\"_answer\": \"Educational qualifications are usually more closely examined during the I-140 process. However, USCIS can raise questions regarding this at any point in the process. I have witnessed approved I-140's being revisited and denied at the I-485 stage.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What is the potential for my educational background to lead to a denial when applying for an EB-2 visa? Will this be assessed at the I-140 or I-485 phase, or both?\", \n", + "\"_answer\": \"The risk of denial due to educational qualifications is usually higher at the I-140 stage. Nonetheless, USCIS has the power to review and query any of these matters at any time. I have seen approved I-140's being reopened and denied at the I-485 stage.\"} \n", + "\n", + "\n", + "\n", + "92 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Can I file for an employment-based green card in the EB2 category if I have a B.Sc in Physics from India and an MCA in IT?\",\n", + "\"_answer\": \"Yes, but make sure your legal counsel drafts the application carefully so that if EB2 is denied, EB3 is still approved.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for an EB2 green card if I have a B.Sc in Physics and an MCA in IT from India?\",\n", + "\"_answer\": \"Yes, but it is important to have your lawyers create the petition in a way that if EB2 is not accepted, EB3 will still be okay.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is my background suitable for an employment-based green card in the EB2 category if I have a B.Sc in Physics from India and an MCA in IT?\",\n", + "\"_answer\": \"Yes, but make sure your legal advisors draft the application properly so that if EB2 is denied, EB3 is still approved.\"} \n", + "\n", + "\n", + "\n", + "93 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Will I be able to file for an employment-based green card in the EB2 category if I received a Bachelor of Science in Physics from India, and a Master of Computer Science from an IT company?\",\n", + "\"_answer\": \"Yes, it is a possibility, but make sure your lawyers create the PERM application carefully so that if EB2 is denied, EB3 should still be approved.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have a B.Sc in Physics from India and an MCA from an IT-related company, can I apply for an employment-based green card in the EB2 category?\",\n", + "\"_answer\": \"Yes, that is a possibility, but make sure your legal team constructs the PERM application with care so that if EB2 is declined, EB3 remains an option.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible to submit an employment-based green card application in the EB2 category if I have a B.Sc in Physics from India and an MCA from an IT-related company?\",\n", + "\"_answer\": \"It is feasible, but ensure your attorneys create the PERM application cautiously so that if EB2 is rejected, EB3 is still viable.\"} \n", + "\n", + "\n", + "\n", + "94 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"Does my wife qualify for EB2 processing with her post professional degree in OT?\",\n", + "\"_answer\": \"OTs do not have a special category like physical therapists, but EB2 may be a possibility. Consult with her attorneys to explore further.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Can my wife take advantage of EB2 processing with her OT degree?\",\n", + "\"_answer\": \"There is no special status for OTs like there is for physical therapists, but EB2 may be an option. Your wife should speak with her lawyers to find out more.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Does my wife's OT degree make her eligible for EB2 processing?\",\n", + "\"_answer\": \"OTs do not have the same privileges as physical therapists when it comes to EB2 processing, however it may still be an option. She should speak with her legal representatives to find out more.\"} \n", + "\n", + "\n", + "\n", + "95 \n", + "\n", + "\n", + "\n", + "######\n", + "{\"_question\": \"I have three years of work experience and am planning on getting a master's degree. Is it a good idea to pursue a master's while having three years of experience?\", \n", + "\"_answer\": \"Yes, you can apply for an EB-2 green card once you have completed your master's and have a job that requires such a degree or a bachelor's plus five years of experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have been working in the IT field for three years and am looking to get my master's degree. Is it beneficial to obtain my master's while having three years of experience?\",\n", + "\"_answer\": \"Yes, you can apply for an EB-2 green card when you finish your master's and secure a job that requires such a degree or a bachelor's plus five years of experience.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I have three years of experience in the IT field and am considering getting a master's degree. Is it advantageous to get a master's while having three years of experience?\",\n", + "\"_answer\": \"Yes, you can apply for an EB-2 green card when you have completed your master's and have a job that requires such a degree or a bachelor's plus five years of experience.\"} \n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "qaa_augmented_raw = []\n", + "for id, batch_inputs_string in enumerate(qaa_list_encoded):\n", + " print(id, \"\\n\") # \"\\n\\n\\n\", \"input:\\n\", batch_inputs_string, \"\\n\"\n", + " completion_batch = openai.Completion.create(\n", + " prompt=batch_inputs_string, \n", + " model=\"text-davinci-003\",\n", + " temperature = 0.5,\n", + " max_tokens = 2000 # The maximum number of tokens to generate in the completion\n", + " )\n", + " results_string = completion_batch['choices'][0]['text']\n", + " print(results_string, \"\\n\\n\\n\")\n", + " qaa_augmented_raw.append(results_string)" + ] + }, + { + "cell_type": "markdown", + "id": "0e391157-9ffe-4942-a0d2-a8c8c850f808", + "metadata": {}, + "source": [ + "### dump raw output to a file\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "3df4c39b-fca0-4f80-a5ef-2e5b9c790b4d", + "metadata": {}, + "outputs": [], + "source": [ + "def _make_w_io_base(f, mode: str):\n", + " if not isinstance(f, io.IOBase):\n", + " f_dirname = os.path.dirname(f)\n", + " if f_dirname != \"\":\n", + " os.makedirs(f_dirname, exist_ok=True)\n", + " f = open(f, mode=mode)\n", + " return f\n", + "\n", + "def jdump(obj, f, mode=\"w\", indent=4, default=str):\n", + " \"\"\"Dump a str or dictionary to a file in json format.\n", + "\n", + " Args:\n", + " obj: An object to be written.\n", + " f: A string path to the location on disk.\n", + " mode: Mode for opening the file.\n", + " indent: Indent for storing json dictionaries.\n", + " default: A function to handle non-serializable entries; defaults to `str`.\n", + " \"\"\"\n", + " f = _make_w_io_base(f, mode)\n", + " if isinstance(obj, (dict, list)):\n", + " json.dump(obj, f, indent=indent, default=default)\n", + " elif isinstance(obj, str):\n", + " f.write(obj)\n", + " else:\n", + " raise ValueError(f\"Unexpected type: {type(obj)}\")\n", + " f.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "ad7db994-92b6-4c17-b083-2dbddacd272c", + "metadata": {}, + "outputs": [], + "source": [ + "output_name = \"output_raw_96.json\"\n", + "output_dir=\"./raw_input\"\n", + "jdump(qaa_augmented_raw, os.path.join(output_dir, output_name))" + ] + }, + { + "cell_type": "markdown", + "id": "4ba9de85-e120-4dd3-a77c-e578966ede01", + "metadata": {}, + "source": [ + "### Read json file" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "9269aba8-ee1e-4f71-bf1c-e80d806b0842", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'\\n\\n######\\n{\"_question\": \"Can I initiate the green card process if my H-1B is picked in the lottery and I have a masters in engineering management?\",\\n\"_answer\": \"Yes, the employer can initiate the green card process even before you join. You can review the salary figures for each county and profession at this link -https://www.flcdatacenter.com/\"}\\n\\n######\\n{\"_question\": \"If I have a masters in engineering management and my employer has filed an H-1B, is it possible to start the green card process?\",\\n\"_answer\": \"Yes, the employer can begin the green card process at any time, even before you join. You can find the salary caps for EB-2 advanced degree holders by county and profession in this link -https://www.flcdatacenter.com/\"}\\n\\n######\\n{\"_question\": \"Do I have the option to initiate the green card process if my employer has submitted an H-1B and I have a masters in engineering management?\",\\n\"_answer\": \"Yes, the employer can commence the green card process prior to you joining. You can look up the minimum salary caps for EB-2 advanced degree holders by county and profession in this link -https://www.flcdatacenter.com/\"}'" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def _make_r_io_base(f, mode: str):\n", + " if not isinstance(f, io.IOBase):\n", + " f = open(f, mode=mode)\n", + " return f\n", + "\n", + "def jload(f, mode=\"r\"):\n", + " \"\"\"Load a .json file into a dictionary.\"\"\"\n", + " f = _make_r_io_base(f, mode)\n", + " jdict = json.load(f)\n", + " f.close()\n", + " return jdict\n", + "\n", + "output_raw = jload(\"raw_input/output_raw_96.json\")\n", + "#import pdb; pdb.set_trace()\n", + "output_raw[0]" + ] + }, + { + "cell_type": "markdown", + "id": "e09ef700-d315-4d14-9620-717695dc85d5", + "metadata": {}, + "source": [ + "### Postprocess the Raw Outputs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ec478198-784d-4b53-8dd0-293ef337814a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "1284802f-185f-4783-9cd1-26706baafbdf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "275\n" + ] + } + ], + "source": [ + "QApair_dict = []\n", + "error_list = []\n", + "for raw in qaa_augmented_raw:\n", + " pairs = raw.split(\"######\")\n", + " for id, item in enumerate(pairs):\n", + " # print(id)\n", + " if not item.isspace():\n", + " try:\n", + " str2dict = ast.literal_eval(item)\n", + " QApair_dict.append(str2dict)\n", + " except Exception as e: \n", + " print(e)\n", + " print(item)\n", + " print(\"\\n\\n\\n\")\n", + " error_list.append(item)\n", + " # print(type(str2dict))\n", + " # print(str2dict['_question'])\n", + " # print(str2dict['_answer'])\n", + "print(len(QApair_dict))\n", + "# QApair_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d7f4de55-00fe-4fdd-afa6-1eda97d6dd5f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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_question_answer
0Can I initiate the green card process if my H-...Yes, the employer can initiate the green card ...
1If I have a masters in engineering management ...Yes, the employer can begin the green card pro...
2Do I have the option to initiate the green car...Yes, the employer can commence the green card ...
3What is the eligibility and process for portin...It is possible to upgrade from EB-3 to EB-2 as...
4What is the criteria for and the steps of port...It is possible to move up from EB-3 to EB-2 as...
.........
270Can my wife take advantage of EB2 processing w...There is no special status for OTs like there ...
271Does my wife's OT degree make her eligible for...OTs do not have the same privileges as physica...
272I have three years of work experience and am p...Yes, you can apply for an EB-2 green card once...
273I have been working in the IT field for three ...Yes, you can apply for an EB-2 green card when...
274I have three years of experience in the IT fie...Yes, you can apply for an EB-2 green card when...
\n", + "

275 rows × 2 columns

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" + ], + "text/plain": [ + " _question \\\n", + "0 Can I initiate the green card process if my H-... \n", + "1 If I have a masters in engineering management ... \n", + "2 Do I have the option to initiate the green car... \n", + "3 What is the eligibility and process for portin... \n", + "4 What is the criteria for and the steps of port... \n", + ".. ... \n", + "270 Can my wife take advantage of EB2 processing w... \n", + "271 Does my wife's OT degree make her eligible for... \n", + "272 I have three years of work experience and am p... \n", + "273 I have been working in the IT field for three ... \n", + "274 I have three years of experience in the IT fie... \n", + "\n", + " _answer \n", + "0 Yes, the employer can initiate the green card ... \n", + "1 Yes, the employer can begin the green card pro... \n", + "2 Yes, the employer can commence the green card ... \n", + "3 It is possible to upgrade from EB-3 to EB-2 as... \n", + "4 It is possible to move up from EB-3 to EB-2 as... \n", + ".. ... \n", + "270 There is no special status for OTs like there ... \n", + "271 OTs do not have the same privileges as physica... \n", + "272 Yes, you can apply for an EB-2 green card once... \n", + "273 Yes, you can apply for an EB-2 green card when... \n", + "274 Yes, you can apply for an EB-2 green card when... \n", + "\n", + "[275 rows x 2 columns]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "QApair_df = pd.DataFrame(QApair_dict)\n", + "QApair_df" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "a81743fb-966a-4c40-8e32-3bd2f7f7ee4d", + "metadata": {}, + "outputs": [], + "source": [ + "QApair_df.to_csv(\"output/output_qa_augment.csv\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8fefa17a-a0b3-48a9-96d0-db7ec575a6e4", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + 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zh^`<@yOCUi$fM{h#*lB#Tp(dFSLYS|Jn(ij$Ff1g*oH0?8<$X-NE+N$?arBChv` z+yWxtST6)g>Mkhaojd|? zkl?1ptZUs^fRKSP*S0{Quc077|MB{&T^2q3MK6}D6loZcJ({7Gd^l2 zhg{5G2)d=o1f)uSj}%AIJSs^^At)NxxlX2~kP_6$O}-l|i5}R*;f_`qJ zwBedi^4eAiy19Qnx}6&82TWR=W{%&!iCgHvY%D^@QT*xQiy}+DF)in zqm8w2`fy%`q7n3O^D@?#B_b`eN1B}%7jZOpb8@V+BSFc+#3>EiubuT=e^z*AKkykM*DCjm)3LDLl&C=XWu;PBvY%U5u)Y~XBW>%zkP{P{c3X4sA0 z7TmHnScVY&4F&+*f^GRj#Qli|2ivZ8U?ZMe|5qkR&ODN+egMEm8vc)z+h1hG@P9G= zo#RhK5dK<=91yQ4n@_a|3wSQrzp&t%(fD6*J2O)&BXIO+WMRh1>}YTCJ4F#-YUCw6 z1mL;+lcKp1?$2%c8wLBnQ5=M*ybU7-0-no1DTqD+|A*q$zfqu8)KuU)Ljs=5KPhI{ z(Ef*l?cXTKVDX0(7@+{q<)0K}%9#H{@$whNuO7v^B0^sZ-h+jNfZr(ceR2Mz09l&Z znSo!s1^#^bt55yfBL)~@O^D~Pfamg0D||x!qWGITIsVOx-_x*v?bkL};y Date: Sat, 30 Dec 2023 15:34:54 -0800 Subject: [PATCH 2/9] merge conflict --- .../immigration_gen_data.ipynb | 40 +++++++++++-------- 1 file changed, 23 insertions(+), 17 deletions(-) diff --git a/example/data_generation/immigration_gen_data.ipynb b/example/data_generation/immigration_gen_data.ipynb index 185a359..320b6f9 100644 --- a/example/data_generation/immigration_gen_data.ipynb +++ b/example/data_generation/immigration_gen_data.ipynb @@ -10,26 +10,32 @@ "name": "stdout", "output_type": "stream", "text": [ - "Requirement already satisfied: openai in /Users/joseortiz/anaconda3/envs/pykoi/lib/python3.10/site-packages (1.6.0)\n", - "Requirement already satisfied: anyio<5,>=3.5.0 in /Users/joseortiz/anaconda3/envs/pykoi/lib/python3.10/site-packages (from openai) (3.7.1)\n", - "Requirement already satisfied: distro<2,>=1.7.0 in /Users/joseortiz/anaconda3/envs/pykoi/lib/python3.10/site-packages (from openai) (1.8.0)\n", - "Requirement already satisfied: httpx<1,>=0.23.0 in /Users/joseortiz/anaconda3/envs/pykoi/lib/python3.10/site-packages (from openai) (0.26.0)\n", - "Requirement already satisfied: pydantic<3,>=1.9.0 in /Users/joseortiz/anaconda3/envs/pykoi/lib/python3.10/site-packages (from openai) (1.10.11)\n", - "Requirement already satisfied: sniffio in 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/home/cozyharbor/anaconda3/envs/pykoi/lib/python3.10/site-packages (from aiohttp->openai) (1.9.2)\n", + "Requirement already satisfied: frozenlist>=1.1.1 in /home/cozyharbor/anaconda3/envs/pykoi/lib/python3.10/site-packages (from aiohttp->openai) (1.4.0)\n", + "Requirement already satisfied: aiosignal>=1.1.2 in /home/cozyharbor/anaconda3/envs/pykoi/lib/python3.10/site-packages (from aiohttp->openai) (1.3.1)\n" ] }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "Since the GPL-licensed package `unidecode` is not installed, using Python's `unicodedata` package which yields worse results.\n" + "ename": "ModuleNotFoundError", + "evalue": "No module named 'cleantext'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[1], line 18\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[1;32m 17\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtyping\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Optional, Sequence, Union\n\u001b[0;32m---> 18\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcleantext\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m clean\n\u001b[1;32m 19\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnltk\u001b[39;00m\n\u001b[1;32m 20\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mnltk\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcorpus\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m stopwords\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'cleantext'" ] } ], From 1ab4f325279b4fb438c187988decda3752063187 Mon Sep 17 00:00:00 2001 From: llauraa23 Date: Tue, 9 Jan 2024 23:48:17 +0000 Subject: [PATCH 3/9] support supervised fine tuning on d2l. execute with "python -m example.rlhf.supervised_finetuning_d2l" --- example/rlhf/supervised_finetuning_d2l.py | 45 ++++++++++++ pykoi/rlhf/config.py | 1 + pykoi/rlhf/customize_data_collator.py | 35 +++++++++ pykoi/rlhf/supervised_finetuning.py | 87 +++++++++++++++++++++-- 4 files changed, 164 insertions(+), 4 deletions(-) create mode 100644 example/rlhf/supervised_finetuning_d2l.py create mode 100644 pykoi/rlhf/customize_data_collator.py diff --git a/example/rlhf/supervised_finetuning_d2l.py b/example/rlhf/supervised_finetuning_d2l.py new file mode 100644 index 0000000..0e50a85 --- /dev/null +++ b/example/rlhf/supervised_finetuning_d2l.py @@ -0,0 +1,45 @@ +"""Demo for the supervised fine tuning. + +python -m example.rlhf.supervised_finetuning_demo +""" + +from pykoi.chat import QuestionAnswerDatabase +from pykoi.chat.db.constants import (QA_CSV_HEADER_ANSWER, QA_CSV_HEADER_ID, + QA_CSV_HEADER_QUESTION, + QA_CSV_HEADER_VOTE_STATUS) +from pykoi.rlhf import RLHFConfig, SupervisedFinetuning + +# get data from local database +qa_database = QuestionAnswerDatabase() +my_data_pd = qa_database.retrieve_all_question_answers_as_pandas() +my_data_pd = my_data_pd[ + [ + QA_CSV_HEADER_ID, + QA_CSV_HEADER_QUESTION, + QA_CSV_HEADER_ANSWER, + QA_CSV_HEADER_VOTE_STATUS, + ] +] + +# analyze the data +print(my_data_pd) +print("My local database has {} samples in total".format(my_data_pd.shape[0])) + +# run supervised finetuning +from peft import LoraConfig +config = RLHFConfig(base_model_path="mistralai/Mistral-7B-Instruct-v0.1", + dataset_type="local_csv", dataset_name="data/chapter22_trnvalfromseed_data_processed.csv", + train_test_split_ratio=0.1, + max_seq_length=896, + per_device_eval_batch_size = 1, + lora_config_rl = LoraConfig( + r=512, + lora_alpha=1024, + lora_dropout=0.05, + target_modules=["q_proj","k_proj","v_proj","o_proj",], # "gate_proj","up_proj","down_proj",], #"lm_head",], + bias="none", + task_type="CAUSAL_LM" + ), + ) +rlhf_step1_sft = SupervisedFinetuning(config) +rlhf_step1_sft.train_and_save("./models/rlhf_step1_sft") diff --git a/pykoi/rlhf/config.py b/pykoi/rlhf/config.py index e7721f1..c34d68e 100644 --- a/pykoi/rlhf/config.py +++ b/pykoi/rlhf/config.py @@ -5,6 +5,7 @@ from accelerate import Accelerator from peft import LoraConfig, TaskType +# TODO: DH: num_train_epochs=20, @dataclass diff --git a/pykoi/rlhf/customize_data_collator.py b/pykoi/rlhf/customize_data_collator.py new file mode 100644 index 0000000..5cc8c1e --- /dev/null +++ b/pykoi/rlhf/customize_data_collator.py @@ -0,0 +1,35 @@ +from typing import Any, Dict, List, Tuple, Union +from transformers import DataCollatorForLanguageModeling +import numpy as np +class DataCollatorForCompletionOnlyLM(DataCollatorForLanguageModeling): + def torch_call(self, examples: List[Union[List[int], Any, Dict[str, Any]]]) -> Dict[str, Any]: + batch = super().torch_call(examples) + + # The prompt ends with the response key plus a newline. We encode this and then try to find it in the + # sequence of tokens. This should just be a single token. + RESPONSE_KEY = "### Response:" + RESPONSE_KEY_NL = f"{RESPONSE_KEY}\n" + response_token_ids = self.tokenizer.encode(RESPONSE_KEY_NL) + + labels = batch["labels"].clone() + + for i in range(len(examples)): + + response_token_ids_start_idx = None + for idx in np.where(batch["labels"][i] == response_token_ids[0])[0]: + response_token_ids_start_idx = idx + break + + if response_token_ids_start_idx is None: + raise RuntimeError( + f'Could not find response key {response_token_ids} in token IDs {batch["labels"][i]}' + ) + + response_token_ids_end_idx = response_token_ids_start_idx + 1 + + # Make pytorch loss function ignore all tokens up through the end of the response key + labels[i, :response_token_ids_end_idx] = -100 + + batch["labels"] = labels + + return batch \ No newline at end of file diff --git a/pykoi/rlhf/supervised_finetuning.py b/pykoi/rlhf/supervised_finetuning.py index 7a58a9f..c5e8ed6 100644 --- a/pykoi/rlhf/supervised_finetuning.py +++ b/pykoi/rlhf/supervised_finetuning.py @@ -20,7 +20,7 @@ from pykoi.rlhf.config import RLHFConfig from pykoi.telemetry.events import SFTStartEvent, SFTStopEvent from pykoi.telemetry.telemetry import Telemetry - +from pykoi.rlhf.customize_data_collator import DataCollatorForCompletionOnlyLM class SupervisedFinetuning: """ @@ -48,6 +48,13 @@ def __init__(self, rlhf_config: RLHFConfig, enable_telemetry: bool = True) -> No self._telemetry = Telemetry(enable_telemetry) self._rlhf_config = rlhf_config self.tokenizer = AutoTokenizer.from_pretrained(rlhf_config.base_model_path) + # dh: add special tokens to tokenizer + self.tokenizer.pad_token = self.tokenizer.eos_token + END_KEY = "### End" + INSTRUCTION_KEY = "### Instruction:" + RESPONSE_KEY = "### Response:" + RESPONSE_KEY_NL = f"{RESPONSE_KEY}\n" + self.tokenizer.add_special_tokens({"additional_special_tokens": [END_KEY, INSTRUCTION_KEY, RESPONSE_KEY_NL]}) self.num_proc = ( self._rlhf_config.num_workers if not self._rlhf_config.streaming else None ) @@ -83,13 +90,23 @@ def __init__(self, rlhf_config: RLHFConfig, enable_telemetry: bool = True) -> No load_in_8bit=self._rlhf_config.load_in_8bit, device_map=self._rlhf_config.device_map, ) + # resize the token embeddings to include the added special tokens + self.model.resize_token_embeddings(len(self.tokenizer)) + + # dh: try the customized data collator that only predicts the answer part + data_collator = DataCollatorForCompletionOnlyLM( + tokenizer=self.tokenizer, mlm=False, return_tensors="pt", pad_to_multiple_of=8 + ) + self.trainer = SFTTrainer( model=self.model, args=self.training_args, train_dataset=self.dataset["train"], eval_dataset=self.dataset["eval"], - peft_config=self._rlhf_config.lora_config_rl, + peft_config=self._rlhf_config.lora_config_rl, ## TODO: DH: LoraConfig MAY BE IGNORED IF USING FROM_PRETRAINED packing=True, + data_collator=data_collator, + dataset_text_field="text", ) def train(self): @@ -103,6 +120,8 @@ def load_lora( base_model_path: Optional[str] = None, lora_model_path: Optional[str] = None, ): + #import pdb; pdb.set_trace() + # dh: not used if base_model_path is None: base_model_path = self._rlhf_config.base_model_path @@ -163,6 +182,65 @@ def prepare_sample_text(self, example): f" Answer: {example[self._rlhf_config.answer_title]}" ) return text + + + def prepare_d2l_text(self, example): + """Prepare the text from a sample of the d2l dataset .""" + INTRO_BLURB = ( + "Below is an instruction that describes a task. Write a response that appropriately completes the request." + ) + INSTRUCTION_KEY = "### Instruction:" + INPUT_KEY = "Input:" + RESPONSE_KEY = "### Response:" + END_KEY = "### End" + RESPONSE_KEY_NL = f"{RESPONSE_KEY}\n" + DEFAULT_SEED = 42 + + # This is a training prompt that does not contain an input string. The instruction by itself has enough information + # to respond. For example, the instruction might ask for the year a historic figure was born. + PROMPT_NO_INPUT_FORMAT = """{intro} + {instruction_key} + {instruction} + {response_key} + {response} + {end_key}""".format( + intro=INTRO_BLURB, + instruction_key=INSTRUCTION_KEY, + instruction="{instruction}", + response_key=RESPONSE_KEY, + response="{response}", + end_key=END_KEY, + ) + + # This is a training prompt that contains an input string that serves as context for the instruction. For example, + # the input might be a passage from Wikipedia and the intruction is to extract some information from it. + PROMPT_WITH_INPUT_FORMAT = """{intro} + {instruction_key} + {instruction} + {input_key} + {input} + {response_key} + {response} + {end_key}""".format( + intro=INTRO_BLURB, + instruction_key=INSTRUCTION_KEY, + instruction="{instruction}", + input_key=INPUT_KEY, + input="{input}", + response_key=RESPONSE_KEY, + response="{response}", + end_key=END_KEY, + ) + + context = example.get("context") + if context: + text = PROMPT_WITH_INPUT_FORMAT.format(instruction=example["instruction"], response=example["response"], input=context) + else: + text = PROMPT_NO_INPUT_FORMAT.format(instruction=example["instruction"], response=example["instruction"]) + + + + return text def create_datasets(self, tokenizer, args): if args.dataset_type == "local_db": @@ -181,6 +259,7 @@ def create_datasets(self, tokenizer, args): elif args.dataset_type == "local_csv": dataset = load_dataset("csv", data_files=args.dataset_name) dataset = dataset[args.split] # Convert DatasetDict to Dataset + dataset2 = load_dataset("csv", data_files=args.dataset_name, split='train[:10%]') elif args.dataset_type == "huggingface": dataset = load_dataset( args.dataset_name, @@ -208,7 +287,7 @@ def create_datasets(self, tokenizer, args): train_dataset = ConstantLengthDataset( tokenizer, dataset["train"], - formatting_func=self.prepare_sample_text, + formatting_func=self.prepare_d2l_text, infinite=True, seq_length=args.max_seq_length, # chars_per_token=chars_per_token, @@ -216,7 +295,7 @@ def create_datasets(self, tokenizer, args): eval_dataset = ConstantLengthDataset( tokenizer, dataset["test"], - formatting_func=self.prepare_sample_text, + formatting_func=self.prepare_d2l_text, infinite=False, seq_length=args.max_seq_length, # chars_per_token=chars_per_token, From 9daf69c9ab732566758f861e36861e8d17d9f892 Mon Sep 17 00:00:00 2001 From: llauraa23 Date: Tue, 9 Jan 2024 16:48:19 -0800 Subject: [PATCH 4/9] resolve merge conflicts on gpu96 --- .../immigration_gen_data.ipynb | 2609 ++++++++--------- 1 file changed, 1222 insertions(+), 1387 deletions(-) diff --git a/example/data_generation/immigration_gen_data.ipynb b/example/data_generation/immigration_gen_data.ipynb index 320b6f9..c8709a9 100644 --- a/example/data_generation/immigration_gen_data.ipynb +++ b/example/data_generation/immigration_gen_data.ipynb @@ -10,7 +10,6 @@ "name": "stdout", "output_type": "stream", "text": [ - "Requirement already satisfied: openai in /home/cozyharbor/anaconda3/envs/pykoi/lib/python3.10/site-packages (0.27.8)\n", "Requirement already satisfied: requests>=2.20 in /home/cozyharbor/anaconda3/envs/pykoi/lib/python3.10/site-packages (from openai) (2.31.0)\n", "Requirement already satisfied: tqdm in /home/cozyharbor/anaconda3/envs/pykoi/lib/python3.10/site-packages (from openai) (4.65.0)\n", @@ -53,6 +52,7 @@ "import json\n", "import tqdm\n", "import copy\n", + "import openai\n", "import pandas as pd\n", "\n", "from typing import Optional, Sequence, Union\n", @@ -61,41 +61,9 @@ "from nltk.corpus import stopwords\n", "from nltk.stem import SnowballStemmer\n", "from nltk.tokenize import word_tokenize\n", - "from openai import OpenAI" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### OpenAI API key\n", - "To use an OpenAI model, you'll need an OpenAI key. Enter your OpenAI API key a .env file in the `~/pykoi` directory with the name OPEN_API_KEY, e.g.\n", - "```\n", - "OPENAI_API_KEY=your_api_key\n", - "```\n", "\n", - "In the next cell, we load the key from the .env file." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from dotenv import load_dotenv\n", - "load_dotenv()" + "# from openai import openai_object\n", + "openai.api_key = \"\"" ] }, { @@ -108,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "2e76d16d-e586-48c0-8f07-d56a62560d27", "metadata": { "scrolled": true @@ -209,7 +177,7 @@ "4 1. Typically the only way you can get three ye... up NaN " ] }, - "execution_count": 3, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -230,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "e2377b09-ecfb-47af-ba20-d8914f19f732", "metadata": { "scrolled": true @@ -272,7 +240,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 115, "id": "dcebd404-ead1-4fb5-adb9-1970c8a0268b", "metadata": {}, "outputs": [ @@ -280,11 +248,10 @@ "name": "stderr", "output_type": "stream", "text": [ - "[nltk_data] Downloading package punkt to /Users/joseortiz/nltk_data...\n", + "[nltk_data] Downloading package punkt to /home/ubuntu/nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", - "[nltk_data] Downloading package stopwords to\n", - "[nltk_data] /Users/joseortiz/nltk_data...\n", - "[nltk_data] Unzipping corpora/stopwords.zip.\n" + "[nltk_data] Downloading package stopwords to /home/ubuntu/nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" ] }, { @@ -293,7 +260,7 @@ "True" ] }, - "execution_count": 5, + "execution_count": 115, "metadata": {}, "output_type": "execute_result" } @@ -305,7 +272,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 116, "id": "5c51d2fc-125b-4041-82f1-1e58196fcd82", "metadata": {}, "outputs": [], @@ -313,26 +280,26 @@ "stop = stopwords.words('english')\n", "# These words are important for the problem. Exclude them from the stop words.\n", "excluding = ['against', 'not', 'don', \"don't\",'ain', 'aren', \"aren't\", 'couldn', \"couldn't\",\n", - " 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\",\n", + " 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", \n", " 'haven', \"haven't\", 'isn', \"isn't\", 'mightn', \"mightn't\", 'mustn', \"mustn't\",\n", - " 'needn', \"needn't\",'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren',\n", + " 'needn', \"needn't\",'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \n", " \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n", "# New stop word list\n", "stop_words = [word for word in stop if word not in excluding]\n", "\n", "snow = SnowballStemmer('english')\n", "\n", - "def process_text(texts):\n", + "def process_text(texts): \n", " final_text_list=[]\n", " for sent in texts:\n", - "\n", + " \n", " # Check if the sentence is a missing value\n", " if isinstance(sent, str) == False:\n", " sent = \"\"\n", - "\n", + " \n", " filtered_sentence=[]\n", - "\n", - " sent = sent.lower() # Lowercase\n", + " \n", + " sent = sent.lower() # Lowercase \n", " sent = sent.strip() # Remove leading/trailing whitespace\n", " sent = re.sub('\\s+', ' ', sent) # Remove extra space and tabs\n", " sent = re.compile('<.*?>').sub('', sent) # Remove HTML tags/markups:\n", @@ -340,13 +307,13 @@ " for w in word_tokenize(sent):\n", " # We are applying some custom filtering here, feel free to try different things\n", " # Check if it is not numeric and its length>2 and not in stop words\n", - " if(not w.isnumeric()) and (len(w)>2) and (w not in stop_words):\n", + " if(not w.isnumeric()) and (len(w)>2) and (w not in stop_words): \n", " # Stem and add to filtered list\n", " filtered_sentence.append(snow.stem(w))\n", " final_string = \" \".join(filtered_sentence) #final string of cleaned words\n", - "\n", + " \n", " final_text_list.append(final_string)\n", - "\n", + " \n", " return final_text_list\n", "\n", "stop_stem=False\n", @@ -366,21 +333,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 117, "id": "3390bf56-1a0b-4b29-ac64-fa88f8b62416", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: clean-text in /Users/joseortiz/anaconda3/envs/pykoi/lib/python3.10/site-packages (0.6.0)\n", - "Requirement already satisfied: emoji<2.0.0,>=1.0.0 in /Users/joseortiz/anaconda3/envs/pykoi/lib/python3.10/site-packages (from clean-text) (1.7.0)\n", - "Requirement already satisfied: ftfy<7.0,>=6.0 in /Users/joseortiz/anaconda3/envs/pykoi/lib/python3.10/site-packages (from clean-text) (6.1.1)\n", - "Requirement already satisfied: wcwidth>=0.2.5 in /Users/joseortiz/anaconda3/envs/pykoi/lib/python3.10/site-packages (from ftfy<7.0,>=6.0->clean-text) (0.2.6)\n" - ] - } - ], + "outputs": [], "source": [ "! pip install clean-text\n", "f_clean = lambda qaa_pair_raw : clean(qaa_pair_raw,\n", @@ -421,18 +377,18 @@ "id": "0a48d15f-0698-41c0-b26a-58d650ddf8fc", "metadata": {}, "source": [ - "#### Dataset customized cleanup" + "#### Dataset customized clenaup" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 118, "id": "59344b41-74e7-41ae-aea9-e1c915149193", "metadata": {}, "outputs": [], "source": [ "answer_l_raw = qaa[\"Answer\"].to_list()\n", - "qaa[\"Answer\"] = [re.compile(r'<.*?>|More\\.\\.\\.', flags=re.IGNORECASE).sub('', p) for p in answer_l_raw] # Remove HTML tags/markups:" + "qaa[\"Answer\"] = [re.compile(r'<.*?>|More\\.\\.\\.', flags=re.IGNORECASE).sub('', p) for p in answer_l_raw] # Remove HTML tags/markups: " ] }, { @@ -445,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 119, "id": "7b64e1ff-b6da-45c4-af28-99ec5badcc95", "metadata": {}, "outputs": [ @@ -474,7 +430,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 120, "id": "7848e9a4-22e4-4e90-8ef6-09d634de1b33", "metadata": {}, "outputs": [ @@ -497,118 +453,10 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "36ada685-4c31-4356-99f9-1f82bf3f17cf", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "len(qaa_list_encoded): 96\n", - "Paraphrase the below question and answer pair in 3 different ways.\n", - "Try not to repeat the verb for each pair to maximize diversity.\n", - "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", - "Seperate each pair with \"######\" rather than commas.\n", - "\n", - "######\n", - "{\"_question\": \"h-1b to eb-2 process . i would like to know if i have an advanced degree (masters engineering management) and my employer filed my h-1b and if the lottery is picked can i initiate the green card process? i also heard that there is a minimum salary cap for eb-2 advanced degree.\",\n", - "\"_answer\": \"the employer can start the green card process at any time, even before you join. to see the salary figures by county and profession, you can review this link -https://www.flcdatacenter.com/\"}\n", - "\n", - "\n", - "Paraphrase the below question and answer pair in 3 different ways.\n", - "Try not to repeat the verb for each pair to maximize diversity.\n", - "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", - "Seperate each pair with \"######\" rather than commas.\n", - "\n", - "######\n", - "{\"_question\": \"eligibility for and the process of eb-3 to eb-2 porting . can you talk about this upgrade process from eb3 to eb2 for pending i-485? does it need another i-485 application or just a letter to uscis?\",\n", - "\"_answer\": \"you can always go up and you can always go down as long as your perm was filed as an eb-2. if you filed your prm as an eb-3 then you're not going to be able to upgrade to eb-2. but if your perm was filed as an eb-2 you can downgrade i-140 eb-3. you can go back upgrade toeb-2if you already have aneb-2approval. you can file a downgrade second case aseb-3with the sameperm.faq in detail...\"}\n", - "\n", - "\n", - "Paraphrase the below question and answer pair in 3 different ways.\n", - "Try not to repeat the verb for each pair to maximize diversity.\n", - "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", - "Seperate each pair with \"######\" rather than commas.\n", - "\n", - "######\n", - "{\"_question\": \"how can i qualify for eb-1c/international managers or executives . i was in usa on h1b for 11 yrs until august 2019 as senior software engineer and moved/transferred to canada on september 2019 as software development manager, managing 5 direct reports plus 4 second level reports with the same company in usa and canada. and now promoted as director, software development projects support and maintenance, before completing one year as manager. have i-140 approved and priority date is 2012 july.
1.what is my success rate of getting l1a
2. also need to re-apply my green card in eb1c, do i need to be in usa or when i am in canada my company can apply for this. and upon eb1c i-140 approval can i get l1a and move to usa
3. is this the correct time to apply eb1c in the next couple of months when 1 year completes or should i wait for visa ban to complete.\",\n", - "\"_answer\": \"1. please discuss your job description that is intended in the foreign country outside usa with your lawyers. make sure you plan for it from day one because if you try to plan for it a year down the line you won't succeed.\"}\n", - "\n", - "\n", - "Paraphrase the below question and answer pair in 3 different ways.\n", - "Try not to repeat the verb for each pair to maximize diversity.\n", - "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", - "Seperate each pair with \"######\" rather than commas.\n", - "\n", - "######\n", - "{\"_question\": \"downgrading from eb-2 to eb-3 . my wife and i are currently on ead's since feb 2012 when the dates became current for our priority date and we were able to apply for the i-485. she is the primary applicant and i am the dependent on her application. since 2012 the ead/ap card is being renewed every 2 years. with the eb3 category now going ahead of eb2 does it make sense for her to downgrade to eb3 - apply for i-140 under eb3. i believe it takes 6 months for approval so we would essentially be doing this preemptively in anticipation of our date becoming current under eb3 in 6+ months.\",\n", - "\"_answer\": \"i see no problem applying for eb-3 and then using whichever one is faster when the time comes.\"}\n", - "\n", - "\n", - "Paraphrase the below question and answer pair in 3 different ways.\n", - "Try not to repeat the verb for each pair to maximize diversity.\n", - "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", - "Seperate each pair with \"######\" rather than commas.\n", - "\n", - "######\n", - "{\"_question\": \"how to get h-1b approved for three years, not shorter duration . 1. i got my h1b approved for a period of one year only and expires on oct 27th, 2019. i work through a consultancy. any precautions i can take in the future which can help me getting the h1b approved for 3 years in the upcoming h1b extension after oct 27th, 2019.
2. any particular documents needed for getting the h1b approved for 3 years?
3. if i go for stamping, do i need to be careful with social media at the port of entry? any tips or recommendations you can give with reference to social media during port of entry?
4. my eb2 priority date is feb 4th, 2015 and i'm planning to marry a girl who is a nepal citizen and she's on opt right now. can i move my priority date to eb2 nepal category after marriage? if yes, what would be my next steps - how soon can i file for i-485 interview?\",\n", - "\"_answer\": \"1. typically the only way you can get three year extension is if you can prove that the project will go on for three years.\"}\n", - "\n", - "\n", - "Paraphrase the below question and answer pair in 3 different ways.\n", - "Try not to repeat the verb for each pair to maximize diversity.\n", - "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", - "Seperate each pair with \"######\" rather than commas.\n", - "\n", - "######\n", - "{\"_question\": \"options to stay in the usa after expiration of h-1b . 1. i am currently in h1-b more than 10 years in the usa and i have approved i-140 priority date mar 2011 - eb2. my current employment is getting over in 3 weeks. and my current h1-b and i-94 expires in mid-august 2019. my question is if i am not able to find another job within my h1-b and i-94 expires on mid august 2019. what are the options available for me to legally stay in the usa after my h1-b and i-94 expires? i have own house. is there an exceptional case we can file gc ead?
2. without a job how many days i can stay in usa before my i-94 expires using i-140?\",\n", - "\"_answer\": \"1. i don't think you would get the tourist visa or tourist status but you can apply for it.\"}\n", - "\n", - "\n", - "Paraphrase the below question and answer pair in 3 different ways.\n", - "Try not to repeat the verb for each pair to maximize diversity.\n", - "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", - "Seperate each pair with \"######\" rather than commas.\n", - "\n", - "######\n", - "{\"_question\": \"downgrading a case from eb-2 to eb-3 for priority date advantage . i am with my current employer since 2008. my gc is filled in eb2 with aug-2010 priority date. only i-140 is approved so far.
1) can my employer file me under eb-3 concurrently without affecting my existing eb-2 filling?
2) if yes then what is the procedure for that? do i have to do my labor and i-140 once again?\",\n", - "\"_answer\": \"1. your eb-2 does not get affected. you can file eb-3/i-140 and i believe you can file a i-485 also if your dates are current.\"}\n", - "\n", - "\n", - "Paraphrase the below question and answer pair in 3 different ways.\n", - "Try not to repeat the verb for each pair to maximize diversity.\n", - "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", - "Seperate each pair with \"######\" rather than commas.\n", - "\n", - "######\n", - "{\"_question\": \"eb-2 approved - applying for eb-3 . i applied for eb3 in 2011 and port to eb2, now eb3 dates are moving forward and if it reach to my priority date am i still eligible for eb3 as i initially applied for or do i need to downgrade to eb3. will there be any questions raised?\",\n", - "\"_answer\": \"this is mostly a question of procedure and policy. the uscis has been indicating that if you have only one i-140 approved under eb-2 but you want to file under eb-3 you have to file another i-140 using the copy of the same labor certification - perm application and get an eb-3 approval first.\"}\n", - "\n", - "\n", - "Paraphrase the below question and answer pair in 3 different ways.\n", - "Try not to repeat the verb for each pair to maximize diversity.\n", - "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", - "Seperate each pair with \"######\" rather than commas.\n", - "\n", - "######\n", - "{\"_question\": \"not worked for green card sponsoring company fraud implication for naturalization/citizenship . in summary,
* i worked for the same company from 2004 to 2014 (2004 - 2011 in us on h1b, and 2011-2014 in india)
* but, after green card, i did not work for the company in us.
* i don't have even a single paycheck from us company after receiving gc.
* since then, i have been working in a job with same job description that my gc was filed for.
* all other history is clean. i have two us born children, always paid taxes on time, no legal cases.
i heard from reliable sources that under current circumstances, my case will be marked as fraud and there is a 99% chance that they will revoke my gc and deport me, as i didn't stay with the employer that sponsored my gc.
questions
* should i be really concerned?
* what are my options?
* i have the option of going back to the same employer now. does that help?
* if my wife applies for naturalization instead of me, is that going to be any different?\",\n", - "\"_answer\": \"this is a difficult situation. i would argue that this is fine because once you went and got the green card you took the job and you are just working for the company's operations outside the usa temporarily. so i think it's going to be a touch and go, but that is what i would argue. you definitely need to take a lawyer with you.\"}\n", - "\n", - "\n", - "Paraphrase the below question and answer pair in 3 different ways.\n", - "Try not to repeat the verb for each pair to maximize diversity.\n", - "Return everything in an array of JSON object in this format: ######{\"_question\":\"string\", \"_answer\":\"string\"}\n", - "Seperate each pair with \"######\" rather than commas.\n", - "\n", - "######\n", - "{\"_question\": \"how can i downgrade from eb-2 to eb-3 and consequences . i have i-140 approved in eb2, priority date is 2010. when date become current for eb3, i want to downgrade from eb2 to eb3 (i know i have to only refile i-140 and i-485 concurrent). what will happen if uscis denied newly filed i-140 (eb3)? can i-485 also denied? if newly filed i-140 (eb3) denied, can i used my previously approved i-140 (eb2)?\",\n", - "\"_answer\": \"if we have an eb-2 approved i-140 we apply for an eb-3 approval on the same form or you can file eb-3 i-140 and i-485 concurrently if the dates are current. if you file a i-485 that is prematurely filed when the priority date of eb-2 is not current, if eb-3 is denied on which basis you had filed the i-485 then the i-485 will also be denied. i would want your lawyers to review your case very carefully. make sure that you don't have any other issues. if the second eb-3 filing gets denied it should not have any impact on the already approved i-140 unless the second filing reveals some problem with the case that was not addressed earlier.\"}\n", - "\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "def encode_prompt_QA(prompts=prompts, QA_list=[]):\n", " \"\"\"Encode multiple prompt instructions into a single string.\"\"\"\n", @@ -644,7 +492,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 122, "id": "39e8c494-c5a1-41c3-9830-94903bdef3f5", "metadata": {}, "outputs": [], @@ -654,7 +502,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 123, "id": "898c89a3-9bc4-4f26-9057-5edb2ca59ac3", "metadata": {}, "outputs": [ @@ -667,16 +515,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I initiate the green card process if my employer filed my H-1B and it was selected in the lottery?\",\n", - "\"_answer\": \"Yes, the employer can begin the green card process before you join. To check the salary requirements for EB-2 advanced degree holders, you can look at this link -https://www.flcdatacenter.com/\"}\n", + "{\"_question\": \"Can I initiate the green card process if my employer files an H-1B and it is picked in the lottery?\",\n", + "\"_answer\": \"Yes, the employer can begin the green card process at any time, even before you start working. To check the salary requirements by county and profession, you can look at this link -https://www.flcdatacenter.com/\"}\n", "\n", "######\n", - "{\"_question\": \"If my employer submitted an H-1B for me and it was chosen in the lottery, can I start the green card process?\",\n", - "\"_answer\": \"Yes, the employer can initiate the green card process before you join. To view the salary caps for EB-2 advanced degree holders, you can refer to this link -https://www.flcdatacenter.com/\"}\n", + "{\"_question\": \"If my employer files an H-1B and it is selected in the lottery, can I begin the green card process?\",\n", + "\"_answer\": \"Yes, the employer can initiate the green card process before you even start working. To view the salary limits by county and job, you can refer to this link -https://www.flcdatacenter.com/\"}\n", "\n", "######\n", - "{\"_question\": \"If my employer filed an H-1B for me and it was picked in the lottery, can I initiate the green card process?\",\n", - "\"_answer\": \"Yes, the employer can initiate the green card process before you join. To check the salary requirements for EB-2 advanced degree holders, you can look at this link -https://www.flcdatacenter.com/\"} \n", + "{\"_question\": \"If my employer files an H-1B and it is chosen in the lottery, am I able to start the green card process?\",\n", + "\"_answer\": \"Yes, the employer can initiate the green card process before you begin working. To check the salary caps by county and occupation, you can look at this link -https://www.flcdatacenter.com/\"} \n", "\n", "\n", "\n", @@ -685,16 +533,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the eligibility and process for porting from EB-3 to EB-2 for a pending I-485? Does it require a new I-485 application or just a letter to USCIS?\",\n", - "\"_answer\": \"It is possible to move up or down in classification as long as the PERM was filed as an EB-2. If the PERM was filed as an EB-3, then it is not possible to upgrade to EB-2. However, if the PERM was filed as an EB-2, it is possible to downgrade the I-140 to EB-3. It is also possible to upgrade to EB-2 if an EB-2 approval already exists. A downgrade second case as EB-3 with the same PERM can be filed. For more information, please refer to the FAQs.\"}\n", + "{\"_question\": \"What is the eligibility and process for porting from EB-3 to EB-2 for an I-485 pending application?\", \n", + "\"_answer\": \"It is possible to upgrade from EB-3 to EB-2 as long as the PERM was initially filed as an EB-2. If the PERM was filed as an EB-3, then it is not possible to upgrade. However, if the PERM was filed as an EB-2, then you can downgrade the I-140 to EB-3 and then upgrade back to EB-2 if you already have an EB-2 approval. You can file a downgrade second case as EB-3 with the same PERM. For more information, please refer to the FAQs.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the requirements and steps for porting from EB-3 to EB-2 for a pending I-485? Is a new I-485 application necessary or just a letter to USCIS?\",\n", - "\"_answer\": \"It is possible to move up or down in classification as long as the PERM was filed as an EB-2. If the PERM was filed as an EB-3, then it is not possible to upgrade to EB-2. However, if the PERM was filed as an EB-2, it is possible to downgrade the I-140 to EB-3. It is also possible to upgrade to EB-2 if an EB-2 approval already exists. A downgrade second case as EB-3 with the same PERM can be filed. For more information, please consult the FAQs.\"}\n", + "{\"_question\": \"What is the eligibility and procedure for changing from EB-3 to EB-2 for a pending I-485?\", \n", + "\"_answer\": \"It is possible to move up from EB-3 to EB-2 as long as the PERM was filed as an EB-2. If the PERM was filed as an EB-3, then it is not possible to upgrade. However, if the PERM was filed as an EB-2, then you can downgrade the I-140 to EB-3 and then upgrade back to EB-2 if you already have an EB-2 approval. You can file a downgrade second case as EB-3 with the same PERM. For more information, please refer to the FAQs.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the eligibility and procedure for porting from EB-3 to EB-2 for a pending I-485? Is a new I-485 application necessary or just a letter to USCIS?\",\n", - "\"_answer\": \"It is possible to move up or down in classification as long as the PERM was filed as an EB-2. If the PERM was filed as an EB-3, then it is not possible to upgrade to EB-2. However, if the PERM was filed as an EB-2, it is possible to downgrade the I-140 to EB-3. It is also possible to upgrade to EB-2 if an EB-2 approval already exists. A downgrade second case as EB-3 with the same PERM can be filed. For more information, please refer to the FAQs.\"} \n", + "{\"_question\": \"What is the eligibility and process for porting from EB-3 to EB-2 for an I-485 that is pending?\", \n", + "\"_answer\": \"It is possible to upgrade from EB-3 to EB-2 as long as the PERM was initially filed as an EB-2. If the PERM was filed as an EB-3, then it is not possible to upgrade. However, if the PERM was filed as an EB-2, then you can downgrade the I-140 to EB-3 and then upgrade back to EB-2 if you already have an EB-2 approval. You can file a downgrade second case as EB-3 with the same PERM. For further details, please refer to the FAQs.\"} \n", "\n", "\n", "\n", @@ -703,16 +551,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What are the chances of me getting an L1A visa? I was in the US on an H1B for 11 years until August 2019, when I transferred to Canada as a Software Development Manager, managing 5 direct reports and 4 second level reports with the same company in both the US and Canada. I have since been promoted to Director of Software Development Projects Support and Maintenance, before completing one year as Manager. I have an approved I-140 and my priority date is July 2012. Is this the right time to apply for an EB1C in the next couple of months when I have completed one year, or should I wait for the visa ban to end?\",\n", - "\"_answer\": \"It is important to discuss your job description that is intended in the foreign country outside the US with your lawyers. Make sure you plan for it from the start, as trying to plan for it a year down the line is unlikely to be successful.\"}\n", + "{\"_question\": \"What are my chances of getting an L1A visa? I was in the US on an H1B for 11 years until August 2019, when I transferred to Canada as a Software Development Manager, managing 5 direct reports and 4 second level reports with the same company in the US and Canada. I was recently promoted to Director of Software Development Projects Support and Maintenance, before completing one year as Manager. I have an I-140 approved and my priority date is July 2012. Is this the right time to apply for an EB1C in the next couple of months when I complete one year, or should I wait for the visa ban to end?\",\n", + "\"_answer\": \"It is important to discuss your job description that is intended in the foreign country outside the US with your lawyers. Make sure you plan for it from the start, as if you wait a year to plan for it, you may not be successful.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the chances of me obtaining an L1A visa? I was in the US on an H1B for 11 years until August 2019, when I transferred to Canada as a Software Development Manager, managing 5 direct reports and 4 second level reports with the same company in both the US and Canada. I have since been promoted to Director of Software Development Projects Support and Maintenance, before completing one year as Manager. I have an approved I-140 and my priority date is July 2012. Is now the right time to apply for an EB1C in the next couple of months when I have completed one year, or should I wait for the visa ban to end?\",\n", - "\"_answer\": \"It is important to consult with your lawyers about your job description that is intended in the foreign country outside the US. Make sure you plan for it from the beginning, as attempting to plan for it a year down the line is unlikely to be successful.\"}\n", + "{\"_question\": \"What are the chances of me obtaining an L1A visa? I had been in the US on an H1B for 11 years until August 2019, when I transferred to Canada as a Software Development Manager, managing 5 direct reports and 4 second level reports with the same company in the US and Canada. Recently, I was promoted to Director of Software Development Projects Support and Maintenance, before completing one year as Manager. I have an I-140 approved and my priority date is July 2012. Is now the right time to apply for an EB1C in the next couple of months when I complete one year, or should I wait for the visa ban to finish?\",\n", + "\"_answer\": \"It is essential to discuss your job description that is intended in the foreign country outside the US with your lawyers. Make sure you plan for it from the beginning, as if you wait a year to plan for it, you may not be successful.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the chances of me getting an L1A visa? I was in the US on an H1B for 11 years until August 2019, when I transferred to Canada as a Software Development Manager, managing 5 direct reports and 4 second level reports with the same company in both the US and Canada. I have since been promoted to Director of Software Development Projects Support and Maintenance, before completing one year as Manager. I have an approved I-140 and my priority date is July 2012. Is this the right time to apply for an EB1C in the next couple of months when I have completed one year, or should I wait for the visa ban to end?\",\n", - "\"_answer\": \"It is essential to discuss your job description that is intended in the foreign country outside the US with your lawyers. Make sure you plan for it from day one because if you try to plan for it a year down the line you won't succeed.\"} \n", + "{\"_question\": \"What are the odds of me getting an L1A visa? I was in the US on an H1B for 11 years until August 2019, when I moved to Canada as a Software Development Manager, managing 5 direct reports and 4 second level reports with the same company in the US and Canada. Recently, I was promoted to Director of Software Development Projects Support and Maintenance, before completing one year as Manager. I have an I-140 approved and my priority date is July 2012. Is this the correct time to apply for an EB1C in the next couple of months when I complete one year, or should I wait for the visa ban to end?\",\n", + "\"_answer\": \"It is important to consult your job description that is intended in the foreign country outside the US with your lawyers. Make sure you plan for it from day one because if you try to plan for it a year down the line you won't succeed.\"} \n", "\n", "\n", "\n", @@ -721,16 +569,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"Would it be beneficial for my wife and I to switch from EB-2 to EB-3?\",\n", + "{\"_question\": \"Would it be a good idea for my wife and I to switch from EB-2 to EB-3 for our I-485 application, given that the EB-3 category is now ahead of EB-2?\",\n", "\"_answer\": \"It could be beneficial to apply for EB-3 and then use whichever one is faster when the time comes.\"}\n", "\n", "######\n", - "{\"_question\": \"Should we switch from EB-2 to EB-3?\",\n", - "\"_answer\": \"It may be advantageous to submit an EB-3 application and then use whichever one is faster when the time arrives.\"}\n", - "\n", - "######\n", - "{\"_question\": \"Is it a good idea to downgrade from EB-2 to EB-3?\",\n", - "\"_answer\": \"It could be beneficial to apply for EB-3 and then utilize whichever one is quicker when the time comes.\"} \n", + "{\"_question\": \"My wife and I have been on EADs since 2012 when the dates became current for our priority date. We are currently in the EB-2 category, but the EB-3 is now ahead. Is it a good idea to switch to EB-3 and apply for the I-140 under EB-3?\",\n", + "\"_answer\": \"It may be advantageous to apply for EB-3 and then utilize whichever one is faster when the time comes.\"} \n", "\n", "\n", "\n", @@ -739,16 +583,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What can I do to ensure I get a three year H-1B approval instead of a shorter duration? I already have an H-1B approval for one year that expires on October 27th, 2019 and I work through a consultancy. Are there any precautions I should take for the future? Are there any particular documents I need to get the H-1B approved for three years? If I go for stamping, do I need to be careful with social media at the port of entry? Are there any tips or recommendations you can provide with regards to social media during port of entry? My EB2 priority date is February 4th, 2015 and I am planning to marry a girl who is a Nepal citizen and she is on OPT right now. Can I move my priority date to EB2 Nepal category after marriage? If yes, what would be my next steps and how soon can I file for I-485 interview?\",\n", - "\"_answer\": \"Typically the only way you can get a three year extension is if you can prove that the project will go on for three years.\"}\n", + "{\"_question\": \"What can I do to ensure my H-1B is approved for a three year period, rather than a shorter duration? I got my H-1B approved for one year and it expires on October 27th, 2019. I work through a consultancy. Are there any steps I can take to help me get the H-1B approved for three years when I apply for an extension after October 27th, 2019? What documents do I need to get the H-1B approved for three years? If I go for stamping, do I need to be careful with my social media at the port of entry? Are there any tips or recommendations you can give me regarding social media when I go to the port of entry? My EB2 priority date is February 4th, 2015 and I'm planning to marry a girl who is a Nepal citizen and she's on OPT right now. Can I move my priority date to the EB2 Nepal category after marriage? If yes, what would be my next steps and how soon can I file for an I-485 interview?\",\n", + "\"_answer\": \"Typically the only way you can get three year extension is if you can prove that the project will go on for three years.\"}\n", "\n", "######\n", - "{\"_question\": \"What can I do to make sure I get a three year H-1B approval instead of a shorter duration? I already have an H-1B approval for one year that expires on October 27th, 2019 and I work through a consultancy. Are there any steps I should take for the future? Are there any documents I need to get the H-1B approved for three years? If I go for stamping, do I need to be mindful of social media at the port of entry? Are there any tips or advice you can provide with regards to social media during port of entry? My EB2 priority date is February 4th, 2015 and I am planning to marry a girl who is a Nepal citizen and she is on OPT right now. Can I move my priority date to EB2 Nepal category after marriage? If yes, what would be my next steps and how soon can I file for I-485 interview?\",\n", - "\"_answer\": \"Generally the only way you can get a three year extension is if you can demonstrate that the project will go on for three years.\"}\n", + "{\"_question\": \"What can I do to make sure my H-1B is approved for a three year period, not a shorter duration? I got my H-1B approved for one year and it expires on October 27th, 2019. I work through a consultancy. Are there any precautions I can take in the future to help me get the H-1B approved for three years when I apply for an extension after October 27th, 2019? What documents are necessary for getting the H-1B approved for three years? If I go for stamping, do I need to be mindful of my social media at the port of entry? Are there any tips or advice you can give me regarding social media when I go to the port of entry? My EB2 priority date is February 4th, 2015 and I'm planning to marry a girl who is a Nepal citizen and she's on OPT right now. Can I move my priority date to the EB2 Nepal category after marriage? If yes, what would be my next steps and how soon can I file for an I-485 interview?\",\n", + "\"_answer\": \"Generally the only way you can get three year extension is if you can demonstrate that the project will go on for three years.\"}\n", "\n", "######\n", - "{\"_question\": \"What can I do to guarantee I get a three year H-1B approval instead of a shorter duration? I already have an H-1B approval for one year that expires on October 27th, 2019 and I work through a consultancy. Are there any precautions I should take for the future? Are there any particular documents I need to get the H-1B approved for three years? If I go for stamping, do I need to be careful with social media at the port of entry? Are there any tips or recommendations you can give with reference to social media during port of entry? My EB2 priority date is February 4th, 2015 and I am planning to marry a girl who is a Nepal citizen and she is on OPT right now. Can I move my priority date to EB2 Nepal category after marriage? If yes, what would be my next steps and how soon can I file for I-485 interview?\",\n", - "\"_answer\": \"Typically the only way you can get a three year extension is if you can prove that the project will continue for three years.\"} \n", + "{\"_question\": \"What can I do to ensure my H-1B is approved for a three year period, not a shorter duration? I got my H-1B approved for one year and it expires on October 27th, 2019. I work through a consultancy. Are there any steps I can take to help me get the H-1B approved for three years when I apply for an extension after October 27th, 2019? What documents do I need to get the H-1B approved for three years? If I go for stamping, do I need to be careful with my social media at the port of entry? Are there any tips or recommendations you can give me regarding social media when I go to the port of entry? My EB2 priority date is February 4th, 2015 and I'm planning to marry a girl who is a Nepal citizen and she's on OPT right now. Can I move my priority date to the EB2 Nepal category after marriage? If yes, what would be my next steps and how soon can I file for an I-485 interview?\",\n", + "\"_answer\": \"Generally the only way you can get three year extension is if you can prove that the project will go on for three years.\"} \n", "\n", "\n", "\n", @@ -761,12 +605,12 @@ "\"_answer\": \"I don't think you would be able to get a tourist visa or tourist status, but you can apply for it.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the chances of me staying in the US after my H-1B and I-94 end?\",\n", - "\"_answer\": \"It is unlikely that you would be granted a tourist visa or tourist status, but you can try to apply for it.\"}\n", + "{\"_question\": \"What are the chances of me staying in the US after my H-1B and I-94 expire?\",\n", + "\"_answer\": \"I don't think you would be able to acquire a tourist visa or tourist status, but you can attempt to apply for it.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the options for me to remain in the US legally after my H-1B and I-94 expire?\",\n", - "\"_answer\": \"It is unlikely that you would be able to obtain a tourist visa or tourist status, but you can attempt to apply for it.\"} \n", + "{\"_question\": \"What are the options for me to stay in the US after my H-1B and I-94 expire?\",\n", + "\"_answer\": \"I don't think you would be able to obtain a tourist visa or tourist status, but you can try to apply for it.\"} \n", "\n", "\n", "\n", @@ -775,16 +619,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I downgrade my case from EB-2 to EB-3 for priority date advantage while still working with my current employer since 2008? My green card was filed in EB-2 with an August 2010 priority date and only the I-140 has been approved so far. What is the process for this and do I need to file a new labor and I-140?\",\n", - "\"_answer\": \"Your EB-2 filing will not be affected. You can file an EB-3/I-140 and, if your dates are current, you can also file an I-485.\"}\n", + "{\"_question\": \"Can I downgrade my case from EB-2 to EB-3 to take advantage of the priority date? I have been with my current employer since 2008 and my green card was filed under EB-2 with an August 2010 priority date. Only the I-140 has been approved so far.\",\n", + "\"_answer\": \"Your EB-2 filing will not be affected. You can file an EB-3/I-140 and, if your dates are current, you may also be able to file an I-485.\"}\n", "\n", "######\n", - "{\"_question\": \"If I have been with my current employer since 2008 and my green card was filed in EB-2 with an August 2010 priority date and only the I-140 has been approved so far, can I switch to EB-3 for priority date advantage without affecting my existing EB-2 filing? What is the procedure for this and do I need to submit a new labor and I-140?\",\n", - "\"_answer\": \"Your EB-2 filing will remain intact. You can submit an EB-3/I-140 and, if your dates are current, you can also file an I-485.\"}\n", + "{\"_question\": \"Is it possible to switch my case from EB-2 to EB-3 to gain priority date benefits? I have been with my current employer since 2008 and my green card was submitted under EB-2 with an August 2010 priority date. Only the I-140 has been approved thus far.\",\n", + "\"_answer\": \"Your EB-2 filing will remain unaffected. You can file an EB-3/I-140 and, if your dates are current, you may also be able to file an I-485.\"}\n", "\n", "######\n", - "{\"_question\": \"I have been with my current employer since 2008 and my green card was filed in EB-2 with an August 2010 priority date and only the I-140 has been approved so far. Is it possible to downgrade to EB-3 for priority date advantage without affecting my existing EB-2 filing? What is the process for this and do I need to resubmit my labor and I-140?\",\n", - "\"_answer\": \"Your EB-2 filing will remain unaffected. You can file an EB-3/I-140 and, if your dates are current, you can also submit an I-485.\"} \n", + "{\"_question\": \"Can I lower the classification of my case from EB-2 to EB-3 to take advantage of the priority date? I have been with my current employer since 2008 and my green card was filed under EB-2 with an August 2010 priority date. Only the I-140 has been approved up to this point.\",\n", + "\"_answer\": \"Your EB-2 filing will remain intact. You can file an EB-3/I-140 and, if your dates are current, you may also be able to file an I-485.\"} \n", "\n", "\n", "\n", @@ -793,16 +637,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"I have an EB-2 approval and am applying for EB-3. I filed for EB-3 in 2011 and ported to EB-2, and now EB-3 dates are progressing. If the priority date reaches mine, am I still qualified for EB-3 as I initially applied for, or do I need to downgrade to EB-3? Will there be any queries?\",\n", - "\"_answer\": \"This is mainly a matter of process and policy. The USCIS has been indicating that if you have only one I-140 approved under EB-2 but you want to file under EB-3, you have to file another I-140 using the same labor certification - PERM application and get an EB-3 approval first.\"}\n", + "{\"_question\": \"I have an EB-2 approval and I am applying for EB-3. I applied for EB3 in 2011 and ported to EB2. Now, EB3 dates are advancing and if it reaches my priority date, am I still eligible for EB3 as I initially applied for or do I need to downgrade to EB3? Will there be any questions raised?\",\n", + "\"_answer\": \"This is mostly a matter of procedure and policy. The USCIS has been indicating that if you have only one I-140 approved under EB-2 but you want to file under EB-3, you have to file another I-140 using the copy of the same labor certification - PERM application and get an EB-3 approval first.\"}\n", "\n", "######\n", - "{\"_question\": \"I have an EB-2 approval and am applying for EB-3. I filed for EB-3 in 2011 and ported to EB-2, and now EB-3 dates are advancing. If the priority date reaches mine, am I still eligible for EB-3 as I initially applied for, or do I need to downgrade to EB-3? Will there be any questions asked?\",\n", - "\"_answer\": \"This is mainly a question of procedure and policy. The USCIS has been indicating that if you have only one I-140 approved under EB-2 but you want to file under EB-3, you have to file another I-140 using the same labor certification - PERM application and get an EB-3 approval first.\"}\n", + "{\"_question\": \"I have an EB-2 approval and I am applying for EB-3. I filed for EB3 in 2011 and switched to EB2. Now, EB3 dates are progressing and if it reaches my priority date, am I still qualified for EB3 as I initially applied for or do I need to downgrade to EB3? Will there be any queries raised?\",\n", + "\"_answer\": \"This is mostly an issue of procedure and policy. The USCIS has been indicating that if you have only one I-140 approved under EB-2 but you want to file under EB-3, you have to file another I-140 using the copy of the same labor certification - PERM application and get an EB-3 approval first.\"}\n", "\n", "######\n", - "{\"_question\": \"I have an EB-2 approval and am applying for EB-3. I filed for EB-3 in 2011 and ported to EB-2, and now EB-3 dates are moving forward. If the priority date reaches mine, am I still qualified for EB-3 as I initially applied for, or do I need to downgrade to EB-3? Will there be any queries raised?\",\n", - "\"_answer\": \"This is mainly a matter of process and policy. The USCIS has been indicating that if you have only one I-140 approved under EB-2 but you want to file under EB-3, you have to file another I-140 using the same labor certification - PERM application and obtain an EB-3 approval first.\"} \n", + "{\"_question\": \"I have an EB-2 approval and I am applying for EB-3. I put in for EB3 in 2011 and changed to EB2. Now, EB3 dates are moving ahead and if it reaches my priority date, am I still eligible for EB3 as I initially applied for or do I need to downgrade to EB3? Will there be any questions posed?\",\n", + "\"_answer\": \"This is mostly a question of procedure and policy. The USCIS has been indicating that if you have only one I-140 approved under EB-2 but you want to file under EB-3, you have to file another I-140 using the copy of the same labor certification - PERM application and get an EB-3 approval first.\"} \n", "\n", "\n", "\n", @@ -811,16 +655,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What are the implications of not working for the green card sponsoring company after receiving the green card? Is there a chance of my green card being revoked and me being deported?\", \n", - "\"_answer\": \"This is a difficult situation. It is possible that your green card could be revoked and you could be deported, but I would argue that this is a valid situation since you took the job and are just working for the company's operations outside the US temporarily. It is a touch and go situation, so it is best to consult a lawyer.\"}\n", + "{\"_question\": \"What should I do if I have been working for the same company since 2004, but after receiving my green card, I have not worked for the company in the US and I don't have a single paycheck from a US company? I have two US-born children, always paid taxes on time, and no legal cases. Is there a chance that my green card will be revoked and I will be deported?\",\n", + "\"_answer\": \"This is a difficult situation. I would suggest that you take a lawyer with you to argue that you took the job after receiving the green card and you are just working for the company's operations outside the US temporarily. It may be a touch and go, but that is what I would suggest.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the risks of not working for the green card sponsoring company after receiving the green card? Could my green card be taken away and I be deported?\", \n", - "\"_answer\": \"This is a difficult situation. It is possible that your green card could be revoked and you could be deported, but I would suggest that this is a valid situation since you accepted the job and are just working for the company's operations outside the US temporarily. It is a risky situation, so it is best to consult a lawyer.\"}\n", + "{\"_question\": \"I have been with the same company since 2004 and I have not worked for them in the US after receiving my green card. I do not have a single paycheck from a US company. I have two US-born children, always paid taxes on time, and no legal cases. Is there a chance that my green card will be revoked and I will be deported?\",\n", + "\"_answer\": \"This is a difficult situation. I would recommend that you take a lawyer with you to make the argument that you took the job after getting the green card and you are just working for the company's operations outside the US temporarily. It may be a risky situation, but that is what I would recommend.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the consequences of not working for the green card sponsoring company after receiving the green card? Is there a chance of my green card being taken away and me being deported?\", \n", - "\"_answer\": \"This is a difficult situation. It is possible that your green card could be revoked and you could be deported, but I would argue that this is a valid situation since you took the job and are just working for the company's operations outside the US temporarily. It is a precarious situation, so it is best to consult a lawyer.\"} \n", + "{\"_question\": \"I have been with the same company since 2004 and I have not worked for them in the US after receiving my green card. I do not have a single paycheck from a US company. I have two US-born children, always paid taxes on time, and no legal cases. Is there a chance that my green card will be revoked and I will be deported?\",\n", + "\"_answer\": \"This is a difficult situation. I would advise that you take a lawyer with you to argue that you took the job after getting the green card and you are just working for the company's operations outside the US temporarily. It may be a gamble, but that is what I would advise.\"} \n", "\n", "\n", "\n", @@ -830,15 +674,15 @@ "\n", "######\n", "{\"_question\": \"What will happen if I attempt to downgrade from EB-2 to EB-3 and my newly filed I-140 is denied? Can I use my previously approved I-140 (EB-2)?\",\n", - "\"_answer\": \"If you file an I-485 prematurely when the priority date of EB-2 is not current, and the EB-3 filing is denied, the I-485 will also be denied. It is important to have your lawyer review your case carefully to ensure there are no other issues. If the second EB-3 filing is denied, it should not have any impact on the already approved I-140 unless the second filing reveals a problem with the case that was not addressed earlier.\"}\n", + "\"_answer\": \"If you file an I-485 prematurely when the priority date of EB-2 is not current, and the EB-3 filing is denied, then the I-485 will also be denied. It is important to have your lawyer review your case carefully to ensure there are no other issues. If the second EB-3 filing is denied, it should not have any impact on the already approved I-140 unless the second filing reveals a problem with the case that was not addressed earlier.\"}\n", "\n", "######\n", - "{\"_question\": \"What will be the outcome if I try to downgrade from EB-2 to EB-3 and my new I-140 is rejected? Can I still use my previously approved I-140 (EB-2)?\",\n", - "\"_answer\": \"If you submit an I-485 before the priority date of EB-2 is current, and the EB-3 filing is denied, the I-485 will also be denied. It is important to have your lawyer review your case thoroughly to make sure there are no other issues. If the second EB-3 filing is denied, it should not affect the already approved I-140 unless the second filing reveals a problem with the case that was not addressed earlier.\"}\n", + "{\"_question\": \"What will be the outcome if I try to switch from EB-2 to EB-3 and my new I-140 is rejected? Can I still use my earlier approved I-140 (EB-2)?\",\n", + "\"_answer\": \"If you file an I-485 before the priority date of EB-2 is current, and the EB-3 application is denied, then the I-485 will also be denied. It is important to have your lawyer review your case thoroughly to make sure there are no other issues. If the second EB-3 filing is denied, it should not affect the already approved I-140 unless the second filing reveals a problem with the case that was not addressed earlier.\"}\n", "\n", "######\n", "{\"_question\": \"What will happen if I try to downgrade from EB-2 to EB-3 and my new I-140 is denied? Can I still use my previously approved I-140 (EB-2)?\",\n", - "\"_answer\": \"If you file an I-485 prematurely when the priority date of EB-2 is not current, and the EB-3 filing is rejected, the I-485 will also be denied. It is important to have your lawyer review your case carefully to make sure there are no other issues. If the second EB-3 filing is denied, it should not have any effect on the already approved I-140 unless the second filing reveals a problem with the case that was not addressed earlier.\"} \n", + "\"_answer\": \"If you submit an I-485 prematurely when the priority date of EB-2 is not current, and the EB-3 filing is denied, then the I-485 will also be denied. It is essential to have your lawyer review your case carefully to make sure there are no other issues. If the second EB-3 filing is denied, it should not have any impact on the already approved I-140 unless the second filing reveals a problem with the case that was not addressed earlier.\"} \n", "\n", "\n", "\n", @@ -847,16 +691,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the process for obtaining an EB-2 green card with a master's degree from an accredited university?\",\n", - "\"_answer\": \"In order to receive an EB-2 green card with a master's degree, you must attend an accredited university. The US Department of Education maintains a list of state level agencies who can accredit programs and your university should be able to tell you who has credentials or accredited them or their programs.\"}\n", + "{\"_question\": \"What do I need to do to get a master's degree from an accredited university to process an EB-2 green card?\", \n", + "\"_answer\": \"You need to check with your university to see which state level agency has accredited their programs in order to get an educational evaluation for an EB-2 status.\"}\n", "\n", "######\n", - "{\"_question\": \"What do I need to do to get an EB-2 green card with a master's degree from an accredited university?\",\n", - "\"_answer\": \"To receive an EB-2 green card with a master's degree, you must attend an accredited university. The US Department of Education has a list of state level agencies who can accredit programs and your university should be able to provide information on who has credentials or accredited them or their programs.\"}\n", + "{\"_question\": \"What is the requirement for getting an EB-2 green card with a master's degree from an accredited university?\", \n", + "\"_answer\": \"You need to find out which state level agency has accredited the university's programs in order to get an educational evaluation for an EB-2 status.\"}\n", "\n", "######\n", - "{\"_question\": \"How can I get an EB-2 green card with a master's degree from an accredited university?\",\n", - "\"_answer\": \"To obtain an EB-2 green card with a master's degree, you must attend an accredited university. The US Department of Education has a list of state level agencies who can accredit programs and your university should be able to tell you who has credentials or accredited them or their programs.\"} \n", + "{\"_question\": \"What do I need to do to get an educational evaluation for an EB-2 status with a master's degree from an accredited university?\", \n", + "\"_answer\": \"You should contact your university to determine which state level agency has accredited their programs in order to get the evaluation.\"} \n", "\n", "\n", "\n", @@ -865,16 +709,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Is it possible to initiate a green card application while on F-1 status? I am currently on F1 OPT and working for Employer A. My Employer A has filed for an H1B this year and I am waiting for the approval. Could my employer start the green card process while I am in F1 status?\",\n", - "\"_answer\": \"For individuals from countries with backlogged priority dates, such as India, China, Philippines, and Mexico, it is not recommended to initiate a green card application while on F-1 status. This is because F-1 status does not permit dual intent, whereas statuses like H-1, H-4, L-1, L-2, and O-1 do. If one files for a green card under F-1 status, they may have difficulty obtaining extensions, visa stamping, or reentry into the US. However, for those from countries such as Saudi Arabia, Pakistan, Nepal, or Europe, where priority dates are not backlogged, it may be possible to complete the green card process within a year under EB-1, EB-2, or EB-3 categories.\"}\n", + "{\"_question\": \"Is it feasible to initiate a green card application while on F-1 status? I am currently on F1 OPT with employer A, and they have filed an H1B for me this year. Can my employer begin the green card process while I am in F1 status?\",\n", + "\"_answer\": \"For individuals from countries with long wait times for priority dates, such as India, China, Philippines, and Mexico, it is not recommended to start a green card application while on F-1 status. This is because F-1 does not allow for dual intent, whereas statuses like H-1, H-4, L-1, L-2, and O-1 do. If you are from a country with shorter wait times, such as Saudi Arabia, Pakistan, Nepal, or Europe, it may be possible to complete the green card process within a year under the EB-1, EB-2, or EB-3 categories.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I begin the green card process while on F-1 status? I am currently on F1 OPT and working for Employer A. My Employer A has filed for an H1B this year and I am waiting for the approval. Is it possible for my employer to start the green card process while I am in F1 status?\",\n", - "\"_answer\": \"For those from countries with backlogged priority dates, such as India, China, Philippines, and Mexico, it is not advisable to start the green card process while on F-1 status. This is because F-1 status does not allow for dual intent, unlike statuses like H-1, H-4, L-1, L-2, and O-1. If one files for a green card under F-1 status, they may have difficulty obtaining extensions, visa stamping, or reentry into the US. However, for those from countries such as Saudi Arabia, Pakistan, Nepal, or Europe, where priority dates are not backlogged, it may be possible to complete the green card process within a year under EB-1, EB-2, or EB-3 categories.\"}\n", + "{\"_question\": \"Is it a good idea to start a green card application while on F-1 status? I am currently on F1 OPT with employer A, and they have filed an H1B for me this year. Can my employer initiate the green card process while I am in F1 status?\",\n", + "\"_answer\": \"For people from countries with long wait times for priority dates, such as India, China, Philippines, and Mexico, it is not advisable to begin a green card application while on F-1 status. This is because F-1 does not permit dual intent, whereas statuses like H-1, H-4, L-1, L-2, and O-1 do. If you are from a country with shorter wait times, such as Saudi Arabia, Pakistan, Nepal, or Europe, it may be possible to finish the green card process within a year under the EB-1, EB-2, or EB-3 categories.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it feasible to initiate a green card application while on F-1 status? I am currently on F1 OPT and working for Employer A. My Employer A has filed for an H1B this year and I am waiting for the approval. Could my employer begin the green card process while I am in F1 status?\",\n", - "\"_answer\": \"For individuals from countries with backlogged priority dates, such as India, China, Philippines, and Mexico, it is not recommended to initiate a green card application while on F-1 status. This is because F-1 status does not allow for dual intent, whereas statuses like H-1, H-4, L-1, L-2, and O-1 do. If one files for a green card under F-1 status, they may have difficulty obtaining extensions, visa stamping, or reentry into the US. However, for those from countries such as Saudi Arabia, Pakistan, Nepal, or Europe, where priority dates are not backlogged, it may be possible to complete the green card process within a year under EB-1, EB-2, or EB-3 categories.\"} \n", + "{\"_question\": \"Is it wise to initiate a green card application while on F-1 status? I am currently on F1 OPT with employer A, and they have filed an H1B for me this year. Can my employer start the green card process while I am in F1 status?\",\n", + "\"_answer\": \"For individuals from countries with long wait times for priority dates, such as India, China, Philippines, and Mexico, it is not recommended to commence a green card application while on F-1 status. This is because F-1 does not allow for dual intent, whereas statuses like H-1, H-4, L-1, L-2, and O-1 do. If you are from a country with shorter wait times, such as Saudi Arabia, Pakistan, Nepal, or Europe, it may be possible to complete the green card process within a year under the EB-1, EB-2, or EB-3 categories.\"} \n", "\n", "\n", "\n", @@ -883,12 +727,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Is it possible to submit multiple green card applications at the same time? What could be the consequences?
My employer has already filed a green card application for me in the EB-2 category and the I-140 has been approved with a priority date of 2013. Can I try to apply for an EB-1 green card on my own? If the EB-1 application is not approved, will it affect my EB-2 green card?
Should the job description be the same for both EB-1 and EB-2?
What potential issues could arise?\",\n", - "\"_answer\": \"Yes, it is possible to submit multiple green card applications simultaneously. This can include both employment and family or investment applications. As long as the applications are filed honestly, any number of green cards can be submitted.
Trying to apply for an EB-1 green card on your own will not affect your EB-2 green card, even if the EB-1 application is not approved.
The job description does not need to be the same for both EB-1 and EB-2.
Potential issues that could arise include delays in processing, incorrect information being submitted, or the application being denied.\"}\n", + "{\"_question\": \"Is it possible to submit multiple green card applications at the same time? What could be the consequences?
My company has already filed my green card in the EB-2 category and my I-140 has been approved with a priority date of 2013. Can I try to apply for an EB-1 category myself? If my EB-1 application is not approved, will it have an effect on my EB-2 green card?
Should my job description be the same for both EB-1 and EB-2?
What are the potential issues that could arise?\",\n", + "\"_answer\": \"Yes, you can submit multiple green card applications simultaneously. This can be done through employment, family, or investment. As long as the applications are filed honestly, any number of green cards can be submitted.
Trying to apply for an EB-1 category yourself will not have an effect on your EB-2 green card, regardless of the outcome.
Your job description does not need to be the same for both EB-1 and EB-2.
Potential issues that could arise include delays in processing, incorrect information, or denial of the application.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is it permissible to file for multiple green cards at once? What could be the repercussions?
My employer has already submitted my green card application in the EB-2 category and my I-140 has been approved with a priority date of 2013. Could I attempt to apply for an EB-1 category on my own? If my EB-1 application is not accepted, will it have an impact on my EB-2 green card?
Should my job description be the same for both EB-1 and EB-2?
What are the potential problems that could arise?\",\n", + "\"_answer\": \"Yes, it is possible to file for multiple green cards at the same time. This can be done through employment, family, or investment. As long as the applications are filed honestly, any number of green cards can be submitted.
Attempting to apply for an EB-1 category yourself will not have an effect on your EB-2 green card, regardless of the outcome.
Your job description does not need to be the same for both EB-1 and EB-2.
Potential problems that could arise include delays in processing, incorrect information, or denial of the application.\"}\n", "\n", "######\n", - "{\"_question\": \"Can multiple green cards be filed at the same time? What would be the potential repercussions?
My employer has already filed a green card application for me in the EB-2 category and the I-140 has been approved with a priority date of 2013. Can I attempt to apply for an EB-1 green card on my own? If the EB-1 application is not accepted, will it have an effect on my EB-2 green card?
Do the job descriptions need to be the same for EB-1 and EB-2?
What could be the possible problems?\",\n", - "\"_answer\": \"Yes, multiple green cards can be filed at the same time. This can include both employment and family or investment applications. As long as the applications are filed honestly, any number of green cards can be submitted.
Trying to apply for an EB-1 green card on your own will not affect your EB-2 green card, even if the EB-1 application is not accepted.
The job descriptions do not need to be the same for EB-1 and EB-2.
Possible problems that could arise include delays in processing, incorrect information being submitted, or the application being denied.\"} \n", + "{\"_question\": \"Is it allowed to submit multiple green card applications at once? What could be the consequences?
My company has already filed my green card in the EB-2 category and my I-140 has been approved with a priority date of 2013. Could I try to apply for an EB-1 category myself? If my EB-1 application is not approved, will it have an effect on my EB-2 green card?
Should my job description be the same for both EB-1 and EB-2?
What are the possible issues that could arise?\",\n", + "\"_answer\": \"Yes, you can submit multiple green card applications simultaneously. This can be done through employment, family, or investment. As long as the applications are filed honestly, any number of green cards can be submitted.
Trying to apply for an EB-1 category yourself will not have an effect on your EB-2 green card, regardless of the outcome.
Your job description does not need to be the same for both EB-1 and EB-2.
Possible issues that could arise include delays in processing, incorrect information, or denial of the application.\"} \n", "\n", "\n", "\n", @@ -897,16 +745,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What are the processing times for NIW? I'm in the EB2 category and I'm concerned that it may take a while before I can get my EAD card and change employers. Are there any issues if I switch employers during the process?\",\n", - "\"_answer\": \"If you are a self-applicant and will continue to work in your stated area of national interest, you can change employers at any time. However, the NIW priority date will take the same amount of time as a normal EB-2 application. See: http://www.immigration.com/visa-bulletin under the Employment-Based Category 2.\"}\n", + "{\"_question\": \"What are the processing times for NIW? I'm in the EB2 category and I'm worried it will take a long time to get my EAD card and switch employers. Could there be any issues if I change employers during the process?\",\n", + "\"_answer\": \"If you are a self-applicant and will still be working in the same area of national interest, you can switch employers at any time. The NIW priority date will take the same amount of time as a regular EB2 application. See http://www.immigration.com/visa-bulletin under the Employment-Based Category 2.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the timeline for NIW? I'm in the EB2 category and I'm worried that it may take a while before I can get my EAD card and switch employers. Are there any problems if I change employers during the process?\",\n", - "\"_answer\": \"If you are a self-applicant and will still be working in your stated area of national interest, you can change employers at any time. However, the NIW priority date will take the same amount of time as a normal EB-2 application. Check out: http://www.immigration.com/visa-bulletin under the Employment-Based Category 2.\"}\n", + "{\"_question\": \"How long will the NIW process take? I'm in the EB2 category and I'm concerned it will take a long time to get my EAD card and move to a new employer. Could there be any problems if I change employers during the process?\",\n", + "\"_answer\": \"If you are a self-applicant and will still be working in the same area of national interest, you can change employers whenever you want. The NIW priority date will take the same amount of time as a regular EB2 application. See http://www.immigration.com/visa-bulletin under the Employment-Based Category 2.\"}\n", "\n", "######\n", - "{\"_question\": \"How long does NIW take? I'm in the EB2 category and I'm concerned that it may take a while before I can get my EAD card and change employers. Are there any issues if I switch employers during the process?\",\n", - "\"_answer\": \"If you are a self-applicant and will remain working in your stated area of national interest, you can change employers at any time. However, the NIW priority date will take the same amount of time as a normal EB-2 application. See: http://www.immigration.com/visa-bulletin under the Employment-Based Category 2.\"} \n", + "{\"_question\": \"What is the timeline for NIW? I'm in the EB2 category and I'm worried it will take a long time to get my EAD card and change employers. Could there be any issues if I switch employers during the process?\",\n", + "\"_answer\": \"If you are a self-applicant and will still be working in the same area of national interest, you can switch employers at any time. The NIW priority date will take the same amount of time as a regular EB2 application. See http://www.immigration.com/visa-bulletin under the Employment-Based Category 2.\"} \n", "\n", "\n", "\n", @@ -915,16 +763,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"what is the purpose of form g-884 (returns of original documents)? i had my i-140 approved and ead with eb2 category in april 2012. i do not have my green card documents such as i-140 approval copy, labor code etc. as my employer did not give them to me. i heard that i can use form g-884 to get all my green card documents from uscis. can i do this without knowing my employer?\",\n", - "\"_answer\": \"form g-884 is used to request return of documents you had sent to uscis (e.g., your collegedegrees and diplomas). use foia for the purpose you are considering.\"}\n", + "{\"_question\": \"I got my I-140 approved and EAD with EB2 category in April 2012. I need to change my employer but they did not give me my green card papers like I-140 approval copy, labor code etc. Is there a way to obtain all my green card documents from USCIS without knowing my employer?\",\n", + "\"_answer\": \"Form G-884 is used to request the return of documents you had sent to USCIS (e.g., your college degrees and diplomas). Use FOIA for the purpose you are considering.\"}\n", "\n", "######\n", - "{\"_question\": \"what is the use of form g-884 (returns of original documents)? i was approved for i-140 and ead with eb2 category in april 2012. my employer did not give me my green card documents such as i-140 approval copy, labor code etc. i heard that i can use form g-884 to get all my green card documents from uscis. can i do this without knowing my employer?\",\n", - "\"_answer\": \"form g-884 is used to request return of documents you had sent to uscis (e.g., your collegedegrees and diplomas). use foia for the purpose you are considering.\"}\n", + "{\"_question\": \"I was approved for my I-140 and EAD with EB2 category in April 2012. I am looking to switch employers, but they did not give me my green card documents such as the I-140 approval copy, labor code etc. Is there a way to get all my green card documents from USCIS without knowing my employer?\",\n", + "\"_answer\": \"Form G-884 is used to ask for the return of documents you had sent to USCIS (e.g., your college degrees and diplomas). Utilize FOIA for the purpose you are considering.\"}\n", "\n", "######\n", - "{\"_question\": \"what is the purpose of form g-884 (returns of original documents)? i had my i-140 approved and ead with eb2 category in april 2012. i do not have my green card documents such as i-140 approval copy, labor code etc. as my employer did not give them to me. i heard that i can use form g-884 to get all my green card documents from uscis. can i do this without knowing my employer's information?\",\n", - "\"_answer\": \"form g-884 is used to request return of documents you had sent to uscis (e.g., your collegedegrees and diplomas). use foia for the purpose you are considering.\"} \n", + "{\"_question\": \"I was granted my I-140 and EAD with EB2 category in April 2012. I am looking to change employers, but they did not give me my green card documents such as the I-140 approval copy, labor code etc. Is there a way to acquire all my green card documents from USCIS without knowing my employer?\",\n", + "\"_answer\": \"Form G-884 is used to request the return of documents you had sent to USCIS (e.g., your college degrees and diplomas). Employ FOIA for the purpose you are considering.\"} \n", "\n", "\n", "\n", @@ -933,16 +781,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I submit an adjustment of status application if my 'schedule a' application is in the EB-2 or employment based second preference category?\", \n", - "\"_answer\": \"Yes, you can submit the adjustment of status application concurrently with the form I-140, provided that your priority date for EB-2 is current and not backlogged.\"}\n", + "{\"_question\": \"Can I submit an adjustment of status application if my 'schedule a' application is in the 'eb-2' category?\", \n", + "\"_answer\": \"It is possible to file concurrently if the priority date for eb-2 is current and not backlogged.\"}\n", "\n", "######\n", - "{\"_question\": \"If I am applying for EB-2 physical therapist, can I file for adjustment of status concurrently?\", \n", - "\"_answer\": \"Yes, you can file for adjustment of status at the same time as the form I-140, provided that your priority date for EB-2 is not backlogged.\"}\n", + "{\"_question\": \"Is it possible to submit an adjustment of status application if my 'schedule a' application is in the 'eb-2' category?\", \n", + "\"_answer\": \"Yes, you can file concurrently if the priority date for eb-2 is current and not backlogged.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it possible to submit an adjustment of status application if I am applying for EB-2 physical therapist?\", \n", - "\"_answer\": \"Yes, you can submit the adjustment of status application simultaneously with the form I-140, as long as your priority date for EB-2 is current and not delayed.\"} \n", + "{\"_question\": \"Can I file an adjustment of status application if my 'schedule a' application is in the 'eb-2' category?\", \n", + "\"_answer\": \"It is possible to submit concurrently if the priority date for eb-2 is current and not backlogged.\"} \n", "\n", "\n", "\n", @@ -951,16 +799,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the status of Obama's immigration action regarding I-140 stage? I am on an H-1B visa and my I-140 has been approved in the EB-2 category but I am waiting for the dates to become current. Will I be given any EAD based on the executive action?\",\n", - "\"_answer\": \"I have heard that there is a suggestion to allow filing of I-485 at the I-140 stage, without waiting for priority dates to be current. This, if implemented, would grant you an EAD as well as the right to change jobs under AC21. Unfortunately, there is no clear indication about this proposal in any government document up to now.\"}\n", + "{\"_question\": \"What is the status of Obama's immigration action with regards to I-140 stage and H-1B visa holders?\", \n", + "\"_answer\": \"There is a proposal to allow filing of I-485 at the I-140 stage, without waiting for priority dates to be current. This, if implemented, would grant an Employment Authorization Document (EAD) as well as the right to change jobs under AC21. However, there is no clear indication about this proposal in any government document yet.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the status of Obama's immigration action with regards to I-140 stage? I am on an H-1B visa and my I-140 has been approved in the EB-2 category but I am waiting for the dates to become current. Would I be given any EAD due to the executive action?\",\n", - "\"_answer\": \"I have heard that there is a proposal to allow filing of I-485 at the I-140 stage, without waiting for priority dates to be current. This, if implemented, would provide you with an EAD as well as the right to change jobs under AC21. Unfortunately, there is no clear indication about this proposal in any government document thus far.\"}\n", + "{\"_question\": \"What is the current situation regarding Obama's immigration action and I-140 stage for H-1B visa holders?\", \n", + "\"_answer\": \"There is a suggestion to permit filing of I-485 at the I-140 stage, without waiting for priority dates to be current. If this is put into effect, it would give an Employment Authorization Document (EAD) as well as the right to change jobs under AC21. Unfortunately, there is no definite information about this proposal in any government document at this time.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the status of Obama's immigration action in relation to I-140 stage? I am on an H-1B visa and my I-140 has been approved in the EB-2 category but I am waiting for the dates to become current. Could I be given any EAD based on the executive action?\",\n", - "\"_answer\": \"I have heard that there is a suggestion to allow filing of I-485 at the I-140 stage, without waiting for priority dates to be current. This, if implemented, would give you an EAD as well as the right to change jobs under AC21. Unfortunately, there is no clear indication about this proposal in any government document so far.\"} \n", + "{\"_question\": \"What is the current state of Obama's immigration action in regards to I-140 stage and H-1B visa holders?\", \n", + "\"_answer\": \"There is a proposal to allow filing of I-485 at the I-140 stage, without waiting for priority dates to be current. This, if implemented, would provide an Employment Authorization Document (EAD) as well as the right to change jobs under AC21. Unfortunately, there is no explicit indication about this proposal in any government document as of now.\"} \n", "\n", "\n", "\n", @@ -969,15 +817,15 @@ "\n", "\n", "######\n", - "{\"_question\": \"What are the options for expediting a pending I-485 application that has been in background checks for 2.5 years? Can a writ of mandamus be used to claim unreasonable delay? Can I accept a promotion with a director/managerial job title while using my EAD? Is switching to an H1-B a safe measure and what are the risks involved?\",\n", + "{\"_question\": \"What are my options to expedite the background checks for my I-485 application which has been pending for 2.5 years and current for 2.5 months?\", \n", "\"_answer\": \"see the marked clip below from rajiv's video recording for the answer to this question.https://www.youtube.com/watch?feature=player_detailpage&list=uum4s1qwos\"}\n", "\n", "######\n", - "{\"_question\": \"What steps can be taken to speed up a 2.5 year old I-485 application that is in background checks? Is it possible to use a writ of mandamus to argue unreasonable delay? Is it permissible to accept a promotion with a director/managerial job title while using an EAD? Is switching to an H1-B a safe option and what are the risks associated with it?\",\n", + "{\"_question\": \"Can I use a writ of mandamus to address the unreasonable delay of my I-485 application which has been pending for 2.5 years and current for 2.5 months?\", \n", "\"_answer\": \"see the marked clip below from rajiv's video recording for the answer to this question.https://www.youtube.com/watch?feature=player_detailpage&list=uum4s1qwos\"}\n", "\n", "######\n", - "{\"_question\": \"What can be done to expedite a 2.5 year old I-485 application that is in background checks? Is it possible to use a writ of mandamus to demonstrate unreasonable delay? Is it permissible to take a promotion with a director/managerial job title while using an EAD? Is switching to an H1-B a secure measure and what are the risks involved?\",\n", + "{\"_question\": \"What are the risks involved if I switch to an H1-B visa while my I-485 application is pending for 2.5 years and current for 2.5 months?\", \n", "\"_answer\": \"see the marked clip below from rajiv's video recording for the answer to this question.https://www.youtube.com/watch?feature=player_detailpage&list=uum4s1qwos\"} \n", "\n", "\n", @@ -987,16 +835,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I use the experience I gained with an employer who has a tax ID number other than my petitioning employer while filing for PERM?\",\n", - "\"_answer\": \"Yes, it is generally accepted to use the experience gained with an employer who has a tax ID number other than your petitioning employer when filing for PERM.\"}\n", + "{\"_question\": \"Can I use my experience with my current employer in India while filing for a PERM?\",\n", + "\"_answer\": \"Yes, you can use the experience gained with an employer who has a tax id number other than your petitioning employer.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it permissible to use the experience I earned with a different employer than my petitioning employer when filing for PERM?\",\n", - "\"_answer\": \"Yes, it is generally accepted to use the experience gained with an employer who has a tax ID number other than your petitioning employer when filing for PERM.\"}\n", + "{\"_question\": \"Can I include my experience in India with my current employer when filing for a PERM?\",\n", + "\"_answer\": \"Yes, you may utilize the experience gained with an employer who has a tax id number other than your petitioning employer.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I use the experience I obtained from a different employer than my petitioning employer when filing for PERM?\",\n", - "\"_answer\": \"Yes, it is generally accepted to utilize the experience gained with an employer who has a tax ID number other than your petitioning employer when filing for PERM.\"} \n", + "{\"_question\": \"When filing for a PERM, can I use my experience with my current employer in India?\",\n", + "\"_answer\": \"Yes, you can use the experience acquired with an employer who has a tax id number different from your petitioning employer.\"} \n", "\n", "\n", "\n", @@ -1005,16 +853,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do internships count when determining eligibility for an EB-2 visa? I have two bachelor's degrees from US universities, a 3-year degree in science and a 2-year degree in engineering. I have also worked for four years in my current job. Should I wait another year to apply for the EB-2 visa or should I just apply for the EB-3 visa now?\",\n", - "\"_answer\": \"Internships do count as experience. You should first have your degrees evaluated according to AACRAO EDGE standards.\"}\n", + "{\"_question\": \"I have two bachelor's degrees from US universities. A 3-year bachelor degree in science and a 2-year bachelor's degree in engineering. Am I eligible for an EB-2 visa with this? If I don't qualify for EB-2, should I wait another year to file EB-2 or just file EB-3 now? Do internships count when counting the number of years of work after school?\",\n", + "\"_answer\": \"Internships do count as experience. You should get your degrees evaluated under AACRAO EDGE standards first.\"}\n", "\n", "######\n", - "{\"_question\": \"What should I do if I have two bachelor's degrees from US universities, a 3-year degree in science and a 2-year degree in engineering, and I have worked for four years in my current job? Should I wait another year to apply for the EB-2 visa or should I just apply for the EB-3 visa now?\",\n", - "\"_answer\": \"You should first have your degrees evaluated according to AACRAO EDGE standards. Internships do count as experience when determining eligibility for an EB-2 visa.\"}\n", + "{\"_question\": \"I possess two bachelor's degrees from US universities. A 3-year bachelor degree in science and a 2-year bachelor's degree in engineering. Could I be considered for an EB-2 visa with this? In the event that I don't qualify for EB-2, should I wait one more year to file EB-2 or just file EB-3 now? Do internships count when calculating the number of years of work after school?\",\n", + "\"_answer\": \"Internships are taken into account as experience. You should get your degrees evaluated under AACRAO EDGE standards first.\"}\n", "\n", "######\n", - "{\"_question\": \"I have two bachelor's degrees from US universities, a 3-year degree in science and a 2-year degree in engineering, and I have worked for four years in my current job. Am I eligible for an EB-2 visa? If not, should I wait another year to apply for the EB-2 visa or should I just apply for the EB-3 visa now?\",\n", - "\"_answer\": \"You should have your degrees evaluated according to AACRAO EDGE standards first. Internships do count as experience when determining eligibility for an EB-2 visa.\"} \n", + "{\"_question\": \"I have two bachelor's degrees from US universities. A 3-year bachelor degree in science and a 2-year bachelor's degree in engineering. Am I qualified for an EB-2 visa with this? If I don't meet the requirements for EB-2, should I wait another year to file EB-2 or just file EB-3 now? Do internships count when determining the number of years of work after school?\",\n", + "\"_answer\": \"Internships are counted as experience. You need to get your degrees evaluated under AACRAO EDGE standards first.\"} \n", "\n", "\n", "\n", @@ -1023,16 +871,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"How long do I need to wait to begin the green card process? Do I have the option to choose between EB-1 and EB-2? I don't have a bachelor's or master's degree, will that be a problem for applying for a green card? Should I only apply through my employer or can I do it myself?\",\n", - "\"_answer\": \"You can start the green card process without any delay. Yes, you can select between EB-1 and EB-2. Degree is not a requirement for international managers/executives. Your employer needs to apply.\"}\n", + "{\"_question\": \"What is the timeline for applying for a green card if I am an L1-A visa holder with 14 years of IT experience and have been in a managerial role for the past 3 years? I manage a team of 30 people located in Chennai, Shanghai, and San Jose. Do I have the option to choose between EB-1 and EB-2? I do not have a bachelor's or master's degree, will this be an issue when applying for a green card? Can I apply for a green card myself or must it be done through my employer?\",\n", + "\"_answer\": \"You can apply for green card without any wait. Yes, but EB-1 is a gazillion times faster for indian-born people. Degree is not a requirement for international managers/execs. Your employer needs to apply.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the wait time to initiate the green card process? Is there an option to pick between EB-1 and EB-2? Do I need a bachelor's or master's degree to apply for a green card? Can I submit the application myself or must it be done through my employer?\",\n", - "\"_answer\": \"You can start the green card process right away. Yes, you can decide between EB-1 and EB-2. Degree is not a requirement for international managers/executives. Your employer needs to apply.\"}\n", + "{\"_question\": \"What is the timeline for submitting a green card application if I am an L1-A visa holder with 14 years of IT experience and have been in a managerial role for the past 3 years? Do I have the choice to select between EB-1 and EB-2? I do not have a bachelor's or master's degree, will this be a problem when applying for a green card? Can I apply for a green card independently or must it be done through my employer?\",\n", + "\"_answer\": \"You can apply for green card without any wait. Yes, but EB-1 is a gazillion times faster for indian-born people. Degree is not a requirement for international managers/execs. Your employer needs to apply.\"}\n", "\n", "######\n", - "{\"_question\": \"How long before I can begin the green card process? Is there a choice of EB-1 or EB-2? Do I need a bachelor's or master's degree to apply for a green card? Can I apply on my own or must it be done through my employer?\",\n", - "\"_answer\": \"You can start the green card process immediately. Yes, you can opt for EB-1 or EB-2. Degree is not a requirement for international managers/executives. Your employer needs to apply.\"} \n", + "{\"_question\": \"What is the timeline for filing a green card application if I am an L1-A visa holder with 14 years of IT experience and have been in a managerial role for the past 3 years? Do I have the option to choose between EB-1 and EB-2? I do not have a bachelor's or master's degree, will this be a barrier for applying for a green card? Can I apply for a green card myself or must it be done through my employer?\",\n", + "\"_answer\": \"You can apply for green card without any wait. Yes, but EB-1 is a gazillion times faster for indian-born people. Degree is not a requirement for international managers/execs. Your employer needs to apply.\"} \n", "\n", "\n", "\n", @@ -1041,16 +889,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"If I have a three year bachelor's degree from India and 16 years of experience in the US, and I am currently in the process of an EB-3 with a priority date of 10/2006, will I qualify for EB-2 if I pursue a master's degree (online or executive course) here?\",\n", - "\"_answer\": \"If the master's degree is accredited, you should not need to demonstrate post-master's experience for EB-2. There may be some issues with the 3+2 pattern of education, but an accredited master's should resolve it.\"}\n", + "{\"_question\": \"I have a three year bachelors from India and 16 years of experience in the US. I have a pending EB-3 with a priority date of 10/2006. If I pursue a master's degree here (online or executive course), will I qualify for EB-2 or do I need to demonstrate progressive experience since getting my master's?\",\n", + "\"_answer\": \"If the master's degree is accredited, you don't need to have post-master's experience for EB-2. There may be some issues with the 3+2 pattern of education, but an accredited master's should resolve it.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a three year bachelor's degree from India and 16 years of experience in the US. I am currently in the process of an EB-3 with a priority date of 10/2006. If I pursue a master's degree (online or executive course) here, will I qualify for EB-2?\",\n", - "\"_answer\": \"If the master's degree is accredited, you should not have to prove post-master's experience for EB-2. There could be some issues with the 3+2 pattern of education, but an accredited master's should address it.\"}\n", + "{\"_question\": \"I have a three year bachelors from India and 16 years of experience in the US. I have a pending EB-3 with a priority date of 10/2006. If I take a master's degree here (online or executive course), will I be eligible for EB-2 or do I need to show progressive experience since obtaining my master's?\",\n", + "\"_answer\": \"If the master's degree is accredited, you don't need post-master's experience for EB-2. There could be some issues with the 3+2 pattern of education, but an accredited master's should fix it.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a three year bachelor's degree from India and 16 years of experience in the US. I am currently in the process of an EB-3 with a priority date of 10/2006. Can I qualify for EB-2 if I pursue a master's degree (online or executive course) here?\",\n", - "\"_answer\": \"If the master's degree is accredited, you should not need to demonstrate post-master's experience for EB-2. There may be some issues with the 3+2 pattern of education, but an accredited master's should solve it.\"} \n", + "{\"_question\": \"I have a three year bachelors from India and 16 years of experience in the US. I have a pending EB-3 with a priority date of 10/2006. If I get a master's degree here (online or executive course), will I qualify for EB-2 or do I need to demonstrate progressive experience since getting my master's?\",\n", + "\"_answer\": \"If the master's degree is accredited, you don't need to have post-master's experience for EB-2. There may be some issues with the 3+2 pattern of education, but an accredited master's should solve it.\"} \n", "\n", "\n", "\n", @@ -1059,16 +907,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"I have a J-1 visa that will be valid for four more years. I am considering applying for an EB2-NIW. Will I have any issues with traveling if I am denied the EB2?\",\n", - "\"_answer\": \"There is a possibility that having exhibited immigrant intent could cause problems for your J-1 visa. It is not certain, but it is a potential issue.\"}\n", + "{\"_question\": \"I'm on a J-1 visa for the next four years and I'm considering applying for an EB2-NIW. Will I have any issues with travelling if I don't get the EB2?\",\n", + "\"_answer\": \"It is not definite that you will have a problem, but there is a possibility that exhibiting immigrant intent may be an issue for J-1 holders.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a J-1 visa that is still valid for four more years. I am thinking of applying for an EB2-NIW. Could I have any difficulties with traveling if I am rejected for the EB2?\",\n", - "\"_answer\": \"It is uncertain if being denied the EB2 and showing immigrant intent could lead to issues with your J-1 visa, but it is a possibility.\"}\n", + "{\"_question\": \"I'm a J-1 holder for the next four years and I'm looking into an EB2-NIW. If I don't get the EB2, will I have any issues when I travel?\",\n", + "\"_answer\": \"It is not certain that you will have a problem, but there is a chance that showing immigrant intent could be an issue for J-1 holders.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a J-1 visa that will be valid for four more years. I am considering applying for an EB2-NIW. What could happen if I am not approved for the EB2 when it comes to traveling?\",\n", - "\"_answer\": \"There is a chance that having displayed immigrant intent could cause problems for your J-1 visa. It is not definite, but it is a potential risk.\"} \n", + "{\"_question\": \"I have a J-1 visa for the next four years and I'm thinking of applying for an EB2-NIW. If I don't get the EB2, will I have any difficulties when travelling?\",\n", + "\"_answer\": \"It is not definite that you will have a problem, but there is a potential that exhibiting immigrant intent may be an issue for J-1 holders.\"} \n", "\n", "\n", "\n", @@ -1077,16 +925,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I get an EB-2 visa if I work as a veterinary assistant in the USA and I have a master's degree in veterinary medicine from Bulgaria?\",\n", - "\"_answer\": \"In order to be eligible for an EB-2 visa, two criteria must be met: 1. Your degree must be equivalent to a U.S. advanced degree (a credentials evaluation service must assess that under the proper standards); and 2. The job must require an advanced degree or equivalent experience.\"}\n", + "{\"_question\": \"Do I need a EB-2 visa to work as a veterinary assistant in the USA if I am from Bulgaria and have a master's degree in veterinary medicine?\",\n", + "\"_answer\": \"In order to be eligible for an EB-2 visa, two criteria must be met: 1. Your degree must be equivalent to a U.S. advanced degree (a credentials evaluation service must assess this under the proper standards); and 2. The job must require an advanced degree or equivalent experience.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for an EB-2 visa if I have a master's degree in veterinary medicine from Bulgaria and I am working as a veterinary assistant in the USA?\",\n", - "\"_answer\": \"You may be eligible for an EB-2 visa if two conditions are fulfilled: 1. Your degree must be equivalent to a U.S. advanced degree (a credentials evaluation service must evaluate that under the correct standards); and 2. The job must necessitate an advanced degree or equivalent experience.\"}\n", + "{\"_question\": \"Can I get a EB-2 visa if I am from Bulgaria and have a master's degree in veterinary medicine and want to work as a veterinary assistant in the USA?\",\n", + "\"_answer\": \"You may be able to obtain an EB-2 visa if two conditions are satisfied: 1. Your degree is equal to a U.S. advanced degree (a credentials evaluation service must evaluate this under the correct standards); and 2. The job necessitates an advanced degree or equivalent experience.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a master's degree in veterinary medicine from Bulgaria and I am employed as a veterinary assistant in the USA. Am I able to get an EB-2 visa?\",\n", - "\"_answer\": \"You may qualify for an EB-2 visa if two requirements are met: 1. Your degree must be comparable to a U.S. advanced degree (a credentials evaluation service must assess that under the appropriate standards); and 2. The job must require an advanced degree or equivalent experience.\"} \n", + "{\"_question\": \"If I am from Bulgaria and have a master's degree in veterinary medicine, can I get a EB-2 visa to work as a veterinary assistant in the USA?\",\n", + "\"_answer\": \"You may qualify for an EB-2 visa if two conditions are met: 1. Your degree is equivalent to a U.S. advanced degree (a credentials evaluation service must assess this under the appropriate standards); and 2. The job requires an advanced degree or equivalent experience.\"} \n", "\n", "\n", "\n", @@ -1095,16 +943,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the best way to reach out to the USCIS Service Centers to inform them that a priority date is current, an EB case has been upgraded from EB-3 to EB-2, or dependents have been separated from the principal applicant's petition?\",\n", + "{\"_question\": \"What is the best way to reach out to the USCIS Service Centers to inform them that a priority date is current, a petition has been upgraded from EB-3 to EB-2, or dependents have been separated from the principal applicant's case?\",\n", "\"_answer\": \"Send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Make sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to reference.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the recommended method for notifying the USCIS Service Centers that a priority date is current, an EB case has been upgraded from EB-3 to EB-2, or dependents have been separated from the principal applicant's petition?\",\n", - "\"_answer\": \"The best way to reach out to the USCIS Service Centers is to send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Make sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to reference.\"}\n", + "{\"_question\": \"How can I get in touch with the USCIS Service Centers to let them know that a priority date is current, a petition has been upgraded from EB-3 to EB-2, or dependents have been separated from the principal applicant's case?\",\n", + "\"_answer\": \"Send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Make sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to look at.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the suggested approach for informing the USCIS Service Centers that a priority date is current, an EB case has been upgraded from EB-3 to EB-2, or dependents have been separated from the principal applicant's petition?\",\n", - "\"_answer\": \"The best way to contact the USCIS Service Centers is to send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Make sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to reference.\"} \n", + "{\"_question\": \"What is the best way to communicate with the USCIS Service Centers to inform them that a priority date is current, a petition has been upgraded from EB-3 to EB-2, or dependents have been separated from the principal applicant's case?\",\n", + "\"_answer\": \"Send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Make sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to review.\"} \n", "\n", "\n", "\n", @@ -1113,16 +961,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Is it necessary for a beneficiary petitioned for a green card under EB-2 classification (based on a U.S. master's degree) to have a degree from an accredited U.S. university?\",\n", - "\"_answer\": \"Yes, a beneficiary must possess a degree from an accredited university in order to be eligible for a green card under EB-2 classification. Evidence such as SEVIS certification or state board approval, which confirm that the university is a legitimate educational institution, is not enough to demonstrate accreditation for green card purposes. The accreditation status of a university can be found on the following website: http://ope.ed.gov/accreditation/ Additionally, you may want to watch this video prepared by Mr. Khanna, \"Accreditation of Distance Education for EB-2\" and read the transcript: http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"}\n", + "{\"_question\": \"Is it necessary for a beneficiary petitioned for a green card under EB-2 classification to have a degree from an accredited US university?\",\n", + "\"_answer\": \"Yes, a beneficiary must have a degree from an accredited university in order to be eligible for a green card under EB-2 classification. Evidence such as SEVIS certification or state board approval, which confirm that the university is a legitimate educational institution, is not sufficient to show accreditation for green card purposes. To determine a university's accreditation status, please visit the website: http://ope.ed.gov/accreditation/ You may also want to watch the video 'Accreditation of Distance Education for EB-2' and read the transcript: http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"}\n", "\n", "######\n", - "{\"_question\": \"Do beneficiaries petitioned for a green card under EB-2 classification (based on a U.S. master's degree) need to have a degree from an accredited U.S. university?\",\n", - "\"_answer\": \"Yes, a beneficiary must have a degree from an accredited university to be eligible for a green card under EB-2 classification. Evidence such as SEVIS certification or state board approval, which confirm that the university is a legitimate educational institution, is not enough to prove accreditation for green card purposes. The accreditation status of a university can be found on the following website: http://ope.ed.gov/accreditation/ Additionally, you may want to watch this video prepared by Mr. Khanna, \"Accreditation of Distance Education for EB-2\" and read the transcript: http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"}\n", + "{\"_question\": \"Do beneficiaries petitioned for a green card under EB-2 classification need to have a degree from an accredited US university?\",\n", + "\"_answer\": \"Yes, a degree from an accredited university is required for a beneficiary to be eligible for a green card under EB-2 classification. Evidence such as SEVIS certification or state board approval, which confirm that the university is a legitimate educational institution, is not enough to show accreditation for green card purposes. To check a university's accreditation status, please visit the website: http://ope.ed.gov/accreditation/ You may also want to watch the video 'Accreditation of Distance Education for EB-2' and read the transcript: http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"}\n", "\n", "######\n", - "{\"_question\": \"Is a degree from an accredited U.S. university required for a beneficiary petitioned for a green card under EB-2 classification (based on a U.S. master's degree)?\",\n", - "\"_answer\": \"Yes, a beneficiary must possess a degree from an accredited university to be eligible for a green card under EB-2 classification. Evidence such as SEVIS certification or state board approval, which confirm that the university is a legitimate educational institution, is not enough to demonstrate accreditation for green card purposes. The accreditation status of a university can be found on the following website: http://ope.ed.gov/accreditation/ Additionally, you may want to watch this video prepared by Mr. Khanna, \"Accreditation of Distance Education for EB-2\" and read the transcript: http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"} \n", + "{\"_question\": \"Is it a requirement for beneficiaries petitioned for a green card under EB-2 classification to have a degree from an accredited US university?\",\n", + "\"_answer\": \"Yes, a beneficiary must possess a degree from an accredited university to be eligible for a green card under EB-2 classification. Evidence such as SEVIS certification or state board approval, which confirm that the university is a legitimate educational institution, is not enough to show accreditation for green card purposes. To verify a university's accreditation status, please visit the website: http://ope.ed.gov/accreditation/ You may also want to watch the video 'Accreditation of Distance Education for EB-2' and read the transcript: http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"} \n", "\n", "\n", "\n", @@ -1131,16 +979,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Did I finish my Master's degree in one year? I have a Master's degree in Science and I have been given the final degree certificate by the university, but I completed the regular 2 year program in just 1 year. Will USCIS view my M.Sc degree as incomplete?\",\n", - "\"_answer\": \"This is where the evaluators come in. We have had issues with USCIS in these situations. Evaluation done under the EDGE database should convince USCIS.\"}\n", + "{\"_question\": \"I have a Master's degree in Science and I was awarded the final degree certificate by the university, but I finished the regular two-year program in only one year. Will USCIS view my M.Sc degree as incomplete?\",\n", + "\"_answer\": \"This is where the evaluators come in. We have had issues with USCIS in these types of situations. An evaluation done through the EDGE database should be enough to convince USCIS.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a Master's degree in Science and I was awarded the final degree certificate by the university, but I finished the standard 2 year program in just 1 year. Will USCIS consider my M.Sc degree incomplete?\",\n", - "\"_answer\": \"This is where the evaluators intervene. We have had issues with USCIS in these scenarios. Evaluation done under the EDGE database should persuade USCIS.\"}\n", + "{\"_question\": \"I have a Master's in Science and I received the final degree certificate from the university, but I completed the standard two-year program in only one year. Will USCIS consider my M.Sc degree incomplete?\",\n", + "\"_answer\": \"This is where the evaluators come into play. We have had issues with USCIS in these scenarios. An evaluation done through the EDGE database should be enough to persuade USCIS.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a Master's degree in Science and I have been given the final degree certificate by the university, but I completed the regular 2 year program in just 1 year. Will USCIS see my M.Sc degree as incomplete?\",\n", - "\"_answer\": \"This is where the evaluators come into play. We have had issues with USCIS in these situations. Evaluation done under the EDGE database should convince USCIS.\"} \n", + "{\"_question\": \"I have a Master's in Science and I was given the final degree certificate by the university, but I finished the regular two-year program in only one year. Will USCIS view my M.Sc degree as incomplete?\",\n", + "\"_answer\": \"This is where the evaluators come in. We have had issues with USCIS in these kinds of situations. An evaluation done through the EDGE database should be sufficient to convince USCIS.\"} \n", "\n", "\n", "\n", @@ -1149,16 +997,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"What qualifications are necessary for EB-2?\",\n", - "\"_answer\": \"The USCIS clarified in June 2007 what is considered to be equivalent to a U.S. master's degree for the Employment-Based Category 2. Each petition and its supporting documentation are examined on a case-by-case basis and degree equivalencies are based on the evidence presented with the individual case. Generally, a U.S. master's degree is required, but a four-year bachelor's degree plus two-year master's degree (India) in the same or related fields, or a three-year bachelor's degree plus three-year master's degree (India) in the same or related fields, or a three-year bachelor's degree plus one-year postgraduate diploma plus two-year master's degree (India) in the same or similar field, or a three-year bachelor's degree plus two-year master's degree (India) plus five years' progressive, post-master's degree experience, or a three-year bachelor's degree plus two-year master's degree (India) plus one-year postgraduate diploma (India) may be accepted. The petition must include documentation, such as an official academic record showing that the alien has a U.S. advanced degree or a foreign equivalent degree, or an official academic record showing that the alien has a U.S. baccalaureate degree or a foreign equivalent degree and letters from current or former employers showing that the alien has at least five years of progressive post-baccalaureate experience in the specialty.\"}\n", - "\n", - "######\n", - "{\"_question\": \"What educational credentials are accepted for EB-2?\",\n", - "\"_answer\": \"The USCIS clarified in June 2007 what is considered to be equivalent to a U.S. master's degree for the Employment-Based Category 2. Each petition and its supporting documentation are examined on a case-by-case basis and degree equivalencies are based on the evidence presented with the individual case. Generally, a U.S. master's degree is required, but a four-year bachelor's degree plus two-year master's degree (India) in the same or related fields, or a three-year bachelor's degree plus three-year master's degree (India) in the same or related fields, or a three-year bachelor's degree plus one-year postgraduate diploma plus two-year master's degree (India) in the same or similar field, or a three-year bachelor's degree plus two-year master's degree (India) plus five years' progressive, post-master's degree experience, or a three-year bachelor's degree plus two-year master's degree (India) plus one-year postgraduate diploma (India) may be accepted. The petition must include documentation, such as an official academic record showing that the alien has a U.S. advanced degree or a foreign equivalent degree, or an official academic record showing that the alien has a U.S. baccalaureate degree or a foreign equivalent degree and letters from current or former employers showing that the alien has at least five years of progressive post-baccalaureate experience in the specialty.\"}\n", + "{\"_question\": \"What qualifications are needed for EB-2?\",\n", + "\"_answer\": \"In June 2007, the USCIS clarified what is considered to be equivalent to a U.S. master's degree for Employment-Based Category 2. Each petition and its supporting documentation are examined on a case-by-case basis and degree equivalencies are based on the evidence presented with the individual case. However, the below is provided as a general outline: 1. U.S. master's degree as long as it is in the field required, no additional document is required. 2. Four-year bachelor's degree + two-year master's degree (India) with degrees in the same or related fields, this will generally be considered the equivalent to a U.S. master's degree and no additional document is required. 3. Three-year bachelor's degree + three-year master's degree (India) with degrees in the same or related fields, this will generally be equivalent to a U.S. master's degree and no additional document is required. 4. Three-year bachelor's degree + one-year postgraduate diploma + two-year master's degree (India) with degrees in the same or similar field - this would generally be considered the equivalent of a bachelor's degree plus one additional year of education. Therefore, the beneficiary would also need to have five years' progressive experience. If the postgraduate diploma is determined to be progressive postgraduate education that is a continuation of the three-year bachelor's degree, it is possible that this would be considered the equivalent to a U.S. master's degree and there would be no need to establish five years' progressive experience. 5. Three-year bachelor's degree + two-year master's degree (India) generally, this would be the equivalent of a bachelor's degree + one year and would require five years' progressive experience to qualify under the 2nd preference (EB-2) category. 6. Three-year bachelor's degree + two-year master's degree (India) + five years' progressive, post-master's degree experience generally, the educational degrees would be determined to be the equivalent of a U.S. bachelor's + one year and the beneficiary would meet the statutory requirement. 7. Three-year bachelor's degree + two-year master's degree + one-year postgraduate diploma (India) generally, this would be the equivalent of a bachelor's degree + one year and would require five years' progressive experience to qualify under the 2nd preference category (EB-2). If the postgraduate diploma is determined to be progressive postgraduate education that is a continuation of the three-year bachelor's degree or the two-year master's degree, it is possible that this would be considered the equivalent to a U.S. master's degree, and there would be no need to establish five years' progressive experience. The petition must include documentation, such as an official academic record showing that the alien has a U.S. advanced degree or a foreign equivalent degree, or an official academic record showing that the alien has a U.S. baccalaureate degree or a foreign equivalent degree and letters from current or former employers showing that the alien has at least five years of progressive post-baccalaureate experience in the specialty. The post-baccalaureate experience should reflect increasing or advancing levels of responsibility and knowledge in the specialty. The profession should be an occupation for which a baccalaureate degree or its foreign equivalent is the minimum requirement for the entry in the field.\"}\n", "\n", "######\n", - "{\"_question\": \"What qualifications are needed for EB-2?\",\n", - "\"_answer\": \"The USCIS clarified in June 2007 what is considered to be equivalent to a U.S. master's degree for the Employment-Based Category 2. Each petition and its supporting documentation are examined on a case-by-case basis and degree equivalencies are based on the evidence presented with the individual case. Generally, a U.S. master's degree is required, but a four-year bachelor's degree plus two-year master's degree (India) in the same or related fields, or a three-year bachelor's degree plus three-year master's degree (India) in the same or related fields, or a three-year bachelor's degree plus one-year postgraduate diploma plus two-year master's degree (India) in the same or similar field, or a three-year bachelor's degree plus two-year master's degree (India) plus five years' progressive, post-master's degree experience, or a three-year bachelor's degree plus two-year master's degree (India) plus one-year postgraduate diploma (India) may be accepted. The petition must include documentation, such as an official academic record showing that the alien has a U.S. advanced degree or a foreign equivalent degree, or an official academic record showing that the alien has a U.S. baccalaureate degree or a foreign equivalent degree and letters from current or former employers showing that the alien has at least five years of progressive post-baccalaureate experience in the specialty.\"} \n", + "{\"_question\": \"What educational qualifications are necessary for EB-2?\",\n", + "\"_answer\": \"In June 2007, the USCIS clarified what is considered to be equivalent to a U.S. master's degree for Employment-Based Category 2. Each petition and its supporting documentation are examined on a case-by-case basis and degree equivalencies are based on the evidence presented with the individual case. However, the below is provided as a general outline: 1. U.S. master's degree as long as it is in the field required, no additional document is required. 2. Four-year bachelor's degree + two-year master's degree (India) with degrees in the same or related fields, this will generally be considered the equivalent to a U.S. master's degree and no additional document is required. 3. Three-year bachelor's degree + three-year master's degree (India) with degrees in the same or related fields, this will generally be equivalent to a U.S. master's degree and no additional document is required. 4. Three-year bachelor's degree + one-year postgraduate diploma + two-year master's degree (India) with degrees in the same or similar field - this would generally be considered the equivalent of a bachelor's degree \n", "\n", "\n", "\n", @@ -1167,16 +1011,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Is it possible to qualify for EB-2 with a diploma, AMIE, and M.Tech, with 7 years of experience post M.Tech from a previous employer and 5 years from the current employer, even though the job requirement only mentions a Bachelor's in Engineering and 5 years of experience?\",\n", - "\"_answer\": \"The AMIE is uncertain. I remember a decision from the AAO that said they wouldn't recognize it, but a more recent decision was more ambiguous. In any case, I think it's worth trying for EB-2, as the M.Tech should help.\"}\n", + "{\"_question\": \"Is it possible to qualify for EB-2 with a diploma, AMIE, and M.Tech, with 7 years of experience post M.Tech from a previous employer and 5 years from the current employer, even though the job requirements only mention a Bachelor's in Engineering and 5 years of experience?\",\n", + "\"_answer\": \"The AMIE is uncertain. I remember a decision from the AAO that said they won't accept AMIE, but a more recent decision was more lenient. I think it's worth a shot to try for EB-2, as the M.Tech should help.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I meet the requirements for EB-2 if I have a diploma, AMIE, and M.Tech, plus 7 years of experience post M.Tech from a prior employer and 5 years from the current employer, even though the job requirement only states a Bachelor's in Engineering and 5 years of experience?\",\n", - "\"_answer\": \"The AMIE is uncertain. I recall an AAO decision that said they wouldn't accept it, but a more recent decision was more uncertain. In any case, I think it's worth a shot at EB-2, as the M.Tech should be beneficial.\"}\n", + "{\"_question\": \"Can I meet the requirements for EB-2 if I have a diploma, AMIE, and M.Tech, with 7 years of experience post M.Tech from a previous employer and 5 years from the current employer, even though the job requirements only list a Bachelor's in Engineering and 5 years of experience?\",\n", + "\"_answer\": \"The AMIE is questionable. I recall an AAO decision that said they won't accept AMIE, but a more recent decision was more ambiguous. I think it's worth a try for EB-2, as the M.Tech should be beneficial.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I qualify for EB-2 with a diploma, AMIE, and M.Tech, plus 7 years of experience post M.Tech from a prior employer and 5 years from the current employer, even though the job requirement only mentions a Bachelor's in Engineering and 5 years of experience?\",\n", - "\"_answer\": \"The AMIE is questionable. I remember an AAO decision that said they wouldn't accept it, but a more recent decision was more uncertain. In any case, I think it's worth attempting EB-2, as the M.Tech should be beneficial.\"} \n", + "{\"_question\": \"Is it possible to qualify for EB-2 with a diploma, AMIE, and M.Tech, with 7 years of experience post M.Tech from a previous employer and 5 years from the current employer, even though the job requirements only specify a Bachelor's in Engineering and 5 years of experience?\",\n", + "\"_answer\": \"The AMIE is uncertain. I remember a decision from the AAO that said they won't recognize AMIE, but a more recent decision was more lenient. I think it's worth attempting EB-2, as the M.Tech should help.\"} \n", "\n", "\n", "\n", @@ -1185,16 +1029,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB-2? I have a 4 year bachelor's degree from India and 7 years of experience. My company has applied for a green card in EB-3 and my I-140 is approved. My priority date is September 2010. My company name has been changed and they are saying that the process has to be restarted from the PERM, but I can keep my same priority date. I asked lawyers if I'm eligible for EB-2 and they said no. My job description says a bachelor's degree and 3 or 5 years of experience, and that's why the lawyers said no. They argued that the USCIS will deny the application, indicating that the job could be done by someone with 3 years of experience. Am I qualified for EB-2?\",\n", - "\"_answer\": \"Take into account these points. First, a simple change of name of the employer does not require the green card process to be restarted. Second, if the sponsoring employer ceases operations, the USCIS can take away your priority date. Lastly, the job must require 5 years of experience.\"}\n", + "{\"_question\": \"Am I qualified for EB-2 with my qualifications?\",\n", + "\"_answer\": \"Take into consideration these points: the name change of the employer does not mean the green card process has to start from the beginning, USCIS can take away your priority date if the sponsoring employer ceases operations, and the job must require 5 years of experience.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for EB-2? I have a 4 year bachelor's degree from India and 7 years of experience. My company has applied for a green card in EB-3 and my I-140 is approved. My priority date is September 2010. My company name has been changed and they are saying that the process has to be restarted from the PERM, but I can keep my same priority date. I asked lawyers if I'm eligible for EB-2 and they said no. My job description says a bachelor's degree and 3 or 5 years of experience, and that's why the lawyers said no. They argued that the USCIS will deny the application, indicating that the job could be done by someone with 3 years of experience. Do I qualify for EB-2?\",\n", - "\"_answer\": \"Remember these points. Firstly, a mere alteration of the employer's name does not necessitate that the green card process be restarted. Secondly, if the sponsoring employer ceases operations, the USCIS can take away your priority date. Lastly, the job must require 5 years of experience.\"}\n", + "{\"_question\": \"Do I meet the requirements for EB-2?\",\n", + "\"_answer\": \"Remember these points: a name change of the employer does not necessitate restarting the green card process, USCIS can revoke your priority date if the sponsoring employer stops operations, and the job must necessitate 5 years of experience.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I qualified for EB-2? I have a 4 year bachelor's degree from India and 7 years of experience. My company has applied for a green card in EB-3 and my I-140 is approved. My priority date is September 2010. My company name has been changed and they are saying that the process has to be restarted from the PERM, but I can keep my same priority date. I asked lawyers if I'm eligible for EB-2 and they said no. My job description says a bachelor's degree and 3 or 5 years of experience, and that's why the lawyers said no. They argued that the USCIS will deny the application, indicating that the job could be done by someone with 3 years of experience. Am I eligible for EB-2?\",\n", - "\"_answer\": \"Keep in mind these points. First, a mere change of name of the employer does not require that the green card process be restarted. Second, if the sponsoring employer stops business operations, the USCIS can take away your priority date. Lastly, the job must require 5 years of experience.\"} \n", + "{\"_question\": \"Am I eligible for EB-2 with my background?\",\n", + "\"_answer\": \"Bear in mind these points: a name change of the employer does not mean the green card process must start over, USCIS can take away your priority date if the sponsoring employer discontinues operations, and the job must require 5 years of experience.\"} \n", "\n", "\n", "\n", @@ -1203,16 +1047,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I restart the green card process under the EB-2 category if I have a Bachelor's degree from India and 8 years of work experience in the US? My labor was filed in EB-3 and my priority date is October 2003, and I received my EAD in 2007.\",\n", - "\"_answer\": \"It is possible to restart the green card process under the EB-2 category if you have 5 years of experience after a 4-year degree. This would involve redoing the PERM and I-140 for an EB-2 level job, and porting your priority date.\"}\n", + "{\"_question\": \"Can I restart the green card process under the EB-2 category if I have a Bachelor's degree from India and 8 years of work experience in the US? My labor was initially filed under EB-3 and my priority date is October 2003.\",\n", + "\"_answer\": \"It is possible to restart the green card process under the EB-2 category if you have over 5 years of experience after a 4-year degree. This would involve redoing the PERM and I-140 for an EB-2 level job.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a Bachelor's degree from India and 8 years of work experience in the US. My labor was filed in EB-3 and my priority date is October 2003, and I received my EAD in 2007. Is it possible to restart the green card process under the EB-2 category?\",\n", - "\"_answer\": \"If you have 5 years of experience after a 4-year degree, you may be able to restart the green card process under the EB-2 category and port your priority date. This would involve filing a new PERM and I-140 for an EB-2 level job.\"}\n", + "{\"_question\": \"If I have a Bachelor's degree from India and 8 years of work experience in the US, am I eligible to port my priority date to the EB-2 category? My labor was initially filed under EB-3 and my priority date is October 2003.\",\n", + "\"_answer\": \"Those with more than 5 years of experience after a 4-year degree may be able to port their priority date to the EB-2 category. This would involve submitting a new PERM and I-140 for an EB-2 level job.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a Bachelor's degree from India and 8 years of work experience in the US. My labor was filed in EB-3 and my priority date is October 2003, and I received my EAD in 2007. Can I restart the green card process under the EB-2 category?\",\n", - "\"_answer\": \"If you have 5 years of experience after a 4-year degree, you may be able to restart the green card process under the EB-2 category and port your priority date. This would involve submitting a new PERM and I-140 for an EB-2 level job.\"} \n", + "{\"_question\": \"I have a Bachelor's degree from India and 8 years of work experience in the US. My labor was filed under EB-3 and my priority date is October 2003. Can I restart the green card process under the EB-2 category?\",\n", + "\"_answer\": \"Individuals with more than 5 years of experience after a 4-year degree may be able to restart the green card process under the EB-2 category. This would involve filing a new PERM and I-140 for an EB-2 level job.\"} \n", "\n", "\n", "\n", @@ -1221,16 +1065,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I bypass the perm requirement if I apply for an eb-2 category?\",\n", - "\"_answer\": \"You may be able to sidestep the perm requirement if you are eligible for a national interest waiver.\"}\n", + "{\"_question\": \"Can you bypass the perm process if you apply through the eb-2 category?\",\n", + "\"_answer\": \"You can bypass the perm requirement if you are eligible for a national interest waiver under the eb-2 category.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it possible to dodge the perm process if I go for the eb-2 category?\",\n", - "\"_answer\": \"You may be able to dodge the perm process if you qualify for a national interest waiver.\"}\n", + "{\"_question\": \"Is it possible to skip perm if you are applying in the eb-2 category?\",\n", + "\"_answer\": \"You may be able to forgo the perm process if you qualify for a national interest waiver in the eb-2 category.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I evade the perm process by applying for the eb-2 category?\",\n", - "\"_answer\": \"You may be able to evade the perm process if you are eligible for a national interest waiver.\"} \n", + "{\"_question\": \"Can you avoid the perm process if you are applying in the eb-2 category?\",\n", + "\"_answer\": \"It is possible to sidestep the perm requirement if you are eligible for a national interest waiver under the eb-2 category.\"} \n", "\n", "\n", "\n", @@ -1239,16 +1083,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the most likely way to get an EB-2 application approved quickly? Is it through a master's equivalency (evaluating a bachelor's degree to be equivalent to a master's) or through five years of progressive experience? I know someone who was approved through the master's equivalency, even though they didn't have five years experience. Does it depend on the employer's ability to provide documents or the lawyer's attention to detail?\",\n", - "\"_answer\": \"It all starts with the lawyer. Make sure your attorney is thorough and prepared for any possible outcome. The job must be accurately described.\"}\n", + "{\"_question\": \"What is the most likely way to get an EB-2 application approved quickly? Is it through a master's equivalency (a bachelor's degree evaluated by a university to be equivalent to a master's degree) or five years of progressive experience? I know someone who was approved through the master's equivalency, even though they didn't have five years of experience. Does it depend on the employer's ability to provide documents or the lawyer's attention to detail when submitting to USCIS?\",\n", + "\"_answer\": \"It all starts with the lawyers. Make sure your attorney is thorough and prepared for any possible outcome. The job must be accurately described.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the best way to get an EB-2 application approved quickly? Is it through a master's equivalency (evaluating a bachelor's degree to be equivalent to a master's) or through five years of progressive experience? I know someone who was approved through the master's equivalency, even though they didn't have five years experience. Does it depend on the employer's capacity to provide documents or the lawyer's precision with the details submitted to USCIS?\",\n", - "\"_answer\": \"It all begins with the lawyer. Ensure your counsel is precise and plan for every potential outcome they can think of. The job must be described accurately.\"}\n", + "{\"_question\": \"What is the most probable way to get an EB-2 application approved quickly? Is it through a master's equivalency (a bachelor's degree evaluated by a university to be equivalent to a master's degree) or five years of progressive experience? I know someone who was approved through the master's equivalency, even though they didn't have five years of experience. Does it depend on the employer's capacity to provide documents or the lawyer's precision when submitting to USCIS?\",\n", + "\"_answer\": \"It all begins with the lawyers. Ensure your counsel is precise and plan for every potential outcome they can think of. The job must be accurately portrayed.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the most probable way to get an EB-2 application approved quickly? Is it through a master's equivalency (evaluating a bachelor's degree to be equivalent to a master's) or through five years of progressive experience? I know someone who was approved through the master's equivalency, even though they didn't have five years experience. Does it rely on the employer's ability to supply documents or the lawyer's attention to detail?\",\n", - "\"_answer\": \"It all starts with the lawyer. Make sure your attorney is meticulous and ready for any possible result. The job must be portrayed truthfully.\"} \n", + "{\"_question\": \"What is the most likely way to get an EB-2 application approved quickly? Is it through a master's equivalency (a bachelor's degree evaluated by a university to be equivalent to a master's degree) or five years of progressive experience? I know someone who was approved through the master's equivalency, even though they didn't have five years of experience. Does it rely on the employer's capability to support documents or does it also depend on how meticulous the lawyer is with the details to be submitted in the uscis?\",\n", + "\"_answer\": \"It all starts with the lawyers. Make sure your attorney is meticulous and prepared for any possible outcome. The job must be described truthfully.\"} \n", "\n", "\n", "\n", @@ -1257,16 +1101,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I apply for EB-2 with the same employer using the experience I have gained from them?\",\n", - "\"_answer\": \"Yes, if the job you are applying for is more than 50% different than the job you were performing with the same employer.\"}\n", + "{\"_question\": \"Can I apply for EB-2 with the same employer if I have more than 10 years of experience, including the experience with the current employer?\",\n", + "\"_answer\": \"Yes, you can submit an application for EB-2 with the same employer if the job offered is more than 50% different than the job you were performing so far.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it possible for me to apply for EB-2 with the same employer using the experience I have acquired from them?\",\n", - "\"_answer\": \"Yes, if the job you are applying for is significantly different than the job you were doing with the same employer.\"}\n", + "{\"_question\": \"If I have been with the same employer for more than 10 years, including the experience with the current employer, can I apply for EB-2?\",\n", + "\"_answer\": \"It is possible to submit an application for EB-2 with the same employer if the job offered is more than 50% different than the job you were performing so far.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I submit an application for EB-2 with the same employer based on the experience I have gained from them?\",\n", - "\"_answer\": \"Yes, if the job you are applying for is substantially different than the job you were doing with the same employer.\"} \n", + "{\"_question\": \"I have been with the same employer for more than 10 years, including the experience with the current employer. Is it possible to apply for EB-2?\",\n", + "\"_answer\": \"Yes, you can submit an application for EB-2 with the same employer if the job offered is more than 50% different than the job you were performing so far.\"} \n", "\n", "\n", "\n", @@ -1275,16 +1119,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB-2 or is it too soon for a green card? I'm a professor at a major US university and have been here for 9 months on an H1B. I have a physicianate and PhD, 16 years of professional experience in Europe, 20 papers, and 1 book. Am I eligible for EB2 or should I wait to apply for an EB green card?\",\n", - "\"_answer\": \"You meet the qualifications for EB2 and should submit your application as soon as possible. Professors can reuse existing ads if they file PERM within 18 months of when the job was offered to them. You should also have your resume evaluated for a simultaneous EB1 application.\"}\n", + "{\"_question\": \"Do I qualify for the EB-2 visa? I have been a professor at a major US university for 9 months (H1B). I have a physician + PhD, 16 years of professional experience in Europe, and 20 papers and 1 book. Is it too early to apply for an EB green card?\",\n", + "\"_answer\": \"You are eligible for EB2 and should apply immediately. Professors can reuse existing advertisements if they file PERM within 18 months of when the job was offered. You should also have your resume evaluated for a possible EB1 application.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I qualified for EB-2 or is it too soon for a green card? I'm a professor at a major US university and have been here for 9 months on an H1B. I have a physicianate and PhD, 16 years of professional experience in Europe, 20 papers, and 1 book. Do I qualify for EB2 or should I wait to apply for an EB green card?\",\n", - "\"_answer\": \"You are eligible for EB2 and should submit your application right away. Professors can reuse existing ads if they file PERM within 18 months of when the job was offered to them. You should also have your resume assessed for a simultaneous EB1 application.\"}\n", + "{\"_question\": \"Am I able to get an EB-2 visa? I have been a professor at a major US university for 9 months (H1B). I have a physician + PhD, 16 years of professional experience in Europe, and 20 papers and 1 book. Is it too soon to apply for an EB green card?\",\n", + "\"_answer\": \"You are certainly qualified for EB2 and should submit your application as soon as possible. Professors can reuse existing ads if they file PERM within 18 months of when the job was offered to them. You should also have your resume reviewed for a possible EB1 application.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for EB-2 or is it too early for a green card? I'm a professor at a major US university and have been here for 9 months on an H1B. I have a physicianate and PhD, 16 years of professional experience in Europe, 20 papers, and 1 book. Do I meet the qualifications for EB2 or should I wait to apply for an EB green card?\",\n", - "\"_answer\": \"You fulfill the criteria for EB2 and should submit your application as soon as possible. Professors can reuse existing ads if they file PERM within 18 months of when the job was offered to them. You should also have your resume checked for a simultaneous EB1 application.\"} \n", + "{\"_question\": \"Do I meet the requirements for the EB-2 visa? I have been a professor at a major US university for 9 months (H1B). I have a physician + PhD, 16 years of professional experience in Europe, and 20 papers and 1 book. Is it too early to apply for an EB green card?\",\n", + "\"_answer\": \"You are eligible for EB2 and should apply right away. Professors can reuse existing postings if they file PERM within 18 months of when the job was offered. You should also have your resume assessed for a potential EB1 application.\"} \n", "\n", "\n", "\n", @@ -1293,12 +1137,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"am i eligible for eb-2 ? i completed a three year bachelor of computer science degree from india in june 2005. i then enrolled in a master of computer applications program (m.c.a) in india in aug 2005 (3 year program). while still in the masters program, i started a full time job in a software company in jan 2006. i was awarded the master of computer applications degree (3 year program) in 2008. i worked with the same company in a full time job until dec 2010 (5 years). after that, i moved to the US and have been working with a US-based company for 7 months as a full time employee (total experience 5 years 7 months). do i meet the requirements for eb-2?\",\n", - "\"_answer\": \"yes, you are eligible.\"}\n", + "{\"_question\": \"am i eligible for eb-2 ? i completed a three year bachelor's degree in computer science from india in june 2005. afterwards, i enrolled in a master of computer applications program (m.c.a) in india in august 2005 (3 year program). while still in the master's program, i started a full-time job in a software company in january 2006. i received my master of computer applications (3 year degree) in 2008, and stayed with the same company for a full-time job until december 2010 (5 years). after that, i moved to the US and have been working with a US-based company for 7 months as a full-time employee (total experience 5 years 7 months). do i qualify for eb-2?\",\n", + "\"_answer\": \"you qualify.\"}\n", + "\n", + "######\n", + "{\"_question\": \"am i eligible for eb-2 ? i obtained a three year bachelor's degree in computer science from india in june 2005. then, i began a master of computer applications program (m.c.a) in india in august 2005 (3 year program). while still in the master's program, i began a full-time job in a software company in january 2006. i was given my master of computer applications (3 year degree) in 2008, and stayed with the same company for a full-time job until december 2010 (5 years). after that, i moved to the US and have been employed with a US-based company for 7 months as a full-time employee (total experience 5 years 7 months). do i meet the requirements for eb-2?\",\n", + "\"_answer\": \"you qualify.\"}\n", "\n", "######\n", - "{\"_question\": \"am i qualified for eb-2 ? i earned a three year bachelor of computer science degree from india in june 2005. then i began a master of computer applications program (m.c.a) in india in aug 2005 (3 year program). while still in the masters program, i started a full time job in a software company in jan 2006. i was awarded the master of computer applications degree (3 year program) in 2008. i worked with the same company in a full time job until dec 2010 (5 years). after that, i moved to the US and have been working with a US-based company for 7 months as a full time employee (total experience 5 years 7 months). do i fit the criteria for eb-2?\",\n", - "\"_answer\": \"you fulfill the requirements.\"} \n", + "{\"_question\": \"am i qualified for eb-2 ? i earned a three year bachelor's degree in computer science from india in june 2005. then, i joined a master of computer applications program (m.c.a) in india in august 2005 (3 year program). while still in the master's program, i started a full-time job in a software company in january 2006. i was awarded my master of computer applications (3 year degree) in 2008, and stayed with the same company for a full-time job until december 2010 (5 years). after that, i moved to the US and have been working with a US-based company for 7 months as a full-time employee (total experience 5 years 7 months). do i qualify for eb-2?\",\n", + "\"_answer\": \"you qualify.\"} \n", "\n", "\n", "\n", @@ -1307,34 +1155,31 @@ "\n", "\n", "######\n", - "{\"_question\": \"What are the odds of me getting an EB2 visa with my qualifications? I have a B.Sc. from Israel (06/2002) and I started a M.Sc. at the same time I was working as a QA engineer (1.5 years). I stopped my M.Sc. in the middle and joined the company I am currently working for. After 3 years I was relocated to the US and have been here for 4 years. My company's law firm has decided that I should be on the EB3 path. What are my chances of getting an EB2 visa with my B.Sc. from Israel, 1.5 years of QA experience in Israel, 3 years of development experience in Israel, and 4 years of development experience in the US?\", \n", - "\"_answer\": \"Your degree must be equivalent to a US Bachelor's degree. Incomplete degrees are not accepted for EB2.\"}\n", + "{\"_question\": \"What are the possibilities of getting an EB2 visa with a B.Sc.? I have a B.Sc. from Israel (06/2002) and started my M.Sc. at the same time I was working as a QA Engineer (1.5 years) and was checking exercises and exams in university. I stopped my M.Sc. in the middle and joined the company I am currently working for. After 3 years I was relocated to the US and have been here for 4 years. I am now considering applying for a green card. The law firm my company works with has suggested I pursue an EB3 path. What are my chances of getting an EB2 visa with my B.Sc. from Israel, 1.5 years of QA experience in Israel, 3 years of development in Israel, and 4 years of development in the US?\", \n", + "\"_answer\": \"Your degree must be equivalent to a US Bachelor's degree in order to be eligible for an EB2 visa. Incomplete degrees are not taken into consideration.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the likelihood of me obtaining an EB2 visa with my background? I have a B.Sc. from Israel (06/2002) and I was employed as a QA engineer (1.5 years) while I was studying for a M.Sc. I discontinued my M.Sc. and joined the company I am currently employed by. After 3 years I was transferred to the US and have been here for 4 years. My company's law firm has suggested that I should pursue the EB3 path. What are the chances of me getting an EB2 visa with my B.Sc. from Israel, 1.5 years of QA experience in Israel, 3 years of development experience in Israel, and 4 years of development experience in the US?\", \n", - "\"_answer\": \"Your degree must be equivalent to a US Bachelor's degree. Unfinished degrees are not eligible for EB2.\"}\n", + "{\"_question\": \"What are the odds of me getting an EB2 visa with my B.Sc.? I obtained my B.Sc. from Israel in 06/2002 and was working as a QA Engineer at the same time (1.5 years) and was checking exercises and exams in university. I left my M.Sc. unfinished and joined the company I am currently employed by. After 3 years I relocated to the US and have been here for 4 years. I am now thinking about applying for a green card. The law firm my company works with has suggested I pursue an EB3 path. What are my chances of getting an EB2 visa with my B.Sc. from Israel, 1.5 years of QA experience in Israel, 3 years of development in Israel, and 4 years of development in the US?\", \n", + "\"_answer\": \"Your degree must be comparable to a US Bachelor's degree to be eligible for an EB2 visa. Unfinished degrees are not taken into account.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the prospects of me receiving an EB2 visa with my qualifications? I have a B.Sc. from Israel (06/2002) and I was simultaneously working as a QA engineer (1.5 years) while I was studying for a M.Sc. I abandoned my M.Sc. and joined the company I am currently employed by. After 3 years I was relocated to the US and have been here for 4 years. My company's law firm has suggested that I should pursue the EB3 path. What are the chances of me getting an EB2 visa with my B.Sc. from Israel, 1.5 years of QA experience in Israel, 3 years of development experience in Israel, and 4 years of development experience in the US?\", \n", - "\"_answer\": \"Your degree must be equivalent to a US Bachelor's degree. Incomplete degrees are not accepted for EB2.\"} \n", + "{\"_question\": \"What are the prospects of me getting an EB2 visa with my B.Sc.? I earned my B.Sc. from Israel in 06/2002 and was employed as a QA Engineer at the same time (1.5 years) and was checking exercises and exams in university. I abandoned my M.Sc. and joined the company I am currently working for. After 3 years I moved to the US and have been here for 4 years. I am now considering applying for a green card. The law firm my company works with has suggested I pursue an EB3 path. What are my chances of getting an EB2 visa with my B.Sc. from Israel, 1.5 years of QA experience in Israel, 3 years of development in Israel, and 4 years of development in the US?\", \n", + "\"_answer\": \"Your degree must be equivalent to a US Bachelor's degree in order to be eligible for an EB2 visa. Incomplete degrees are not taken into consideration.\"} \n", "\n", "\n", "\n", "37 \n", "\n", "\n", - "\n", "######\n", - "{\"_question\": \"Can I use my prior experience for EB-2 qualification?\",\n", - "\"_answer\": \"You can use the experience with the same employer only if the job you used to perform and the job you will perform after the green card are more than 50% different, though continuous employment is not necessary.\"}\n", - "\n", + "{\"_question\": \"Can I use my experience prior to August 2010 for EB-2 qualification?\",\n", + "\"_answer\": \"You can use the experience with the same employer only if the job you used to perform and the job you will perform after the green card are more than 50% different, but continuous employment is not necessary.\"}\n", "######\n", - "{\"_question\": \"Do I need to be continuously employed to use my experience for EB-2 qualification?\",\n", - "\"_answer\": \"No, you don't need to be continuously employed, but the job you used to perform and the job you will perform after the green card must be more than 50% different in order to use the experience with the same employer.\"}\n", - "\n", + "{\"_question\": \"Can I use my experience from before August 2010 for EB-2 eligibility?\",\n", + "\"_answer\": \"You can use the experience with the same employer only if the job you used to do and the job you will do after the green card are more than 50% different, but you don't need to have been continuously employed.\"}\n", "######\n", - "{\"_question\": \"Can I use my experience from before I rejoined my current employer for EB-2 qualification?\",\n", - "\"_answer\": \"Yes, you can use the experience with the same employer as long as the job you used to perform and the job you will perform after the green card are more than 50% different, regardless of continuous employment.\"} \n", + "{\"_question\": \"Can I use my experience from before August 2010 to qualify for EB-2?\",\n", + "\"_answer\": \"You can use the experience with the same employer only if the job you used to do and the job you will do after the green card are more than 50% different, but it is not necessary to have been employed continuously.\"} \n", "\n", "\n", "\n", @@ -1343,16 +1188,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"If I change employers after my I-140 approval, can I keep my priority date from my current employer? Is it possible for them to withdraw my application in a way that I lose my priority date?\",\n", - "\"_answer\": \"Yes, you can keep the priority date as long as the sponsoring employer does not revoke your I-140, go out of business, or USCIS does not revoke the I-140 or find fraud. No, the current company cannot withdraw your application in a way that would make you lose your priority date.\"}\n", + "{\"_question\": \"Can I retain my priority date if I switch jobs after my I-140 application is approved?\", \n", + "\"_answer\": \"Yes, you can keep the priority date as long as the sponsoring employer does not revoke your I-140, go out of business, or USCIS does not revoke the I-140 for fraud.\"}\n", "\n", "######\n", - "{\"_question\": \"If I move to a new company after my I-140 approval, can I retain my priority date from my current employer? Is there a way for them to withdraw my application that would cause me to lose my priority date?\",\n", - "\"_answer\": \"Yes, you can keep the priority date as long as the sponsoring employer does not revoke your I-140, go out of business, or USCIS does not revoke the I-140 or find fraud. No, the current company cannot withdraw your application in a way that would make you lose your priority date.\"}\n", + "{\"_question\": \"If I move to a new company after my I-140 approval, can I still keep my priority date?\", \n", + "\"_answer\": \"Yes, you can maintain your priority date as long as the sponsoring employer does not cancel your I-140, go out of business, or USCIS does not revoke the I-140 for fraud.\"}\n", "\n", "######\n", - "{\"_question\": \"If I switch jobs after my I-140 approval, can I maintain my priority date from my current employer? Is there a possibility for them to withdraw my application that would result in me losing my priority date?\",\n", - "\"_answer\": \"Yes, you can keep the priority date as long as the sponsoring employer does not revoke your I-140, go out of business, or USCIS does not revoke the I-140 or find fraud. No, the current company cannot withdraw your application in a way that would make you lose your priority date.\"} \n", + "{\"_question\": \"If I change employers after my I-140 is approved, will I still have my priority date?\", \n", + "\"_answer\": \"Yes, you can preserve your priority date as long as the sponsoring employer does not revoke your I-140, go out of business, or USCIS does not revoke the I-140 for fraud.\"} \n", "\n", "\n", "\n", @@ -1361,16 +1206,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What are the costs associated with an employment-based green card application in the EB2 category?\",\n", - "\"_answer\": \"The employer is obligated to pay for all expenses related to the PERM process, but not the other stages of the green card process.\"}\n", + "{\"_question\": \"What costs can an employee cover for an employment-based green card application in the EB2 category?\",\n", + "\"_answer\": \"The employer is legally obligated to pay for all expenses related to the PERM process, but not the other parts of the green card application.\"}\n", "\n", "######\n", - "{\"_question\": \"If I am applying for an employment-based green card in the EB2 category, can I pay for the entire process?\",\n", - "\"_answer\": \"No, the employer is legally responsible for covering the costs of the PERM process, but not the other parts of the green card process.\"}\n", + "{\"_question\": \"Can an employee pay for the entire green card application process in the EB2 category, including attorney's fees, filing fees, advertising fees, EAD, and advance parole fees?\",\n", + "\"_answer\": \"The employer is responsible for covering the expenses related to the PERM process, but not the other parts of the green card application.\"}\n", "\n", "######\n", - "{\"_question\": \"What fees must be paid for an employment-based green card application in the EB2 category?\",\n", - "\"_answer\": \"The employer is required to pay for all expenses related to the PERM process, but not the other components of the green card process.\"} \n", + "{\"_question\": \"What is the employer's responsibility when it comes to the expenses for an employment-based green card application in the EB2 category?\",\n", + "\"_answer\": \"The employer must pay for all costs associated with the PERM process, but not the other parts of the green card application.\"} \n", "\n", "\n", "\n", @@ -1379,16 +1224,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for EB-2 with my educational background and work experience?\",\n", - "\"_answer\": \"Yes, you could qualify for EB-2 with your Bachelor's degree plus five years of progressive experience.\"}\n", + "{\"_question\": \"Do I meet the requirements for EB-2 if I have a 3 year Bachelor's degree in Computer Science and a 2 year Master's degree in Information Technology, and I have been working in my current job since July 2008? My career began in January 2000.\", \n", + "\"_answer\": \"Yes, you could qualify for EB-2 under the Bachelor's degree plus 5 years of progressive experience.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I have the qualifications to apply for EB-2?\",\n", - "\"_answer\": \"Yes, with a Bachelor's degree and five years of progressive work experience, you would be eligible for EB-2.\"}\n", + "{\"_question\": \"I have a 3 year Bachelor's degree in Computer Science and a 2 year Master's degree in Information Technology, and I have been employed since July 2008. My career began in January 2000. Am I eligible for EB-2? Could you explain if I fit into the category of 3 year Bachelor's degree plus 2 year Master's degree equaling a Bachelor's degree plus 1 year and needing 5 years of progressive experience to qualify for EB-2?\", \n", + "\"_answer\": \"Yes, you meet the requirements for EB-2 under the Bachelor's degree plus 5 years of progressive experience.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I able to apply for EB-2 with my educational and professional background?\",\n", - "\"_answer\": \"Yes, with a Bachelor's degree and five years of progressive work experience, you would be qualified for EB-2.\"} \n", + "{\"_question\": \"I have a 3 year Bachelor's degree in Computer Science and a 2 year Master's degree in Information Technology, and I have been working in my current job since July 2008. My career began in January 2000. Do I qualify for EB-2? Can you explain if I fit into the category of 3 year Bachelor's degree plus 2 year Master's degree equaling a Bachelor's degree plus 1 year and needing 5 years of progressive experience to qualify for EB-2?\", \n", + "\"_answer\": \"Yes, you are eligible for EB-2 under the Bachelor's degree plus 5 years of progressive experience.\"} \n", "\n", "\n", "\n", @@ -1397,12 +1242,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I include skills I've acquired while working for the company sponsoring my green card in the job description for the EB-2? Do I need to have already had those skills?\",\n", - "\"_answer\": \"It is permissible to include skills acquired after beginning work with the sponsoring company, as long as the job for the green card is more than 50% different from the previous job.\"}\n", + "{\"_question\": \"Can I include skills I acquired while working for the company sponsoring my green card in the job description for the EB-2? I have been with the company for 2.5 years and some of the experiences/skills required in the job description were acquired while working with this company.\",\n", + "\"_answer\": \"It is permissible to use after-acquired skills if the job you had before and the green card job are more than 50% different.\"}\n", "\n", "######\n", - "{\"_question\": \"If I've been employed by the company sponsoring my green card for the past 2.5 years, can I list the skills I've gained while working there on the job description for the EB-2? Do I need to have had those skills beforehand?\",\n", - "\"_answer\": \"Yes, it is valid to include those skills on the job description, as long as the job for the green card is more than 50% different from the job you had before.\"} \n", + "{\"_question\": \"Am I allowed to include skills I obtained while employed by the company sponsoring my green card in the job description for the EB-2? I have been with the company for 2.5 years and some of the experiences/skills required in the job description were acquired while working with this company.\",\n", + "\"_answer\": \"It is possible to utilize after-acquired skills only if the job in the past and the green card job are more than 50% dissimilar.\"} \n", "\n", "\n", "\n", @@ -1411,16 +1256,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I apply for a green card while on OPT status? I recently graduated and have been working with a company for two months. Is it possible to file for an EB2? I have two years of IT experience in India. If not, do I have to wait until I get an H1B? Is the green card process dependent on the H1B?\",\n", - "\"_answer\": \"This requires a legal assessment of your case. Generally, nothing prevents you from filing a PERM application while on OPT and an EB2 appears to be a possibility.\"}\n", + "{\"_question\": \"Can I start the green card process while on OPT? I recently graduated and have been working for two months. I have two years of IT experience in India. Is the green card process dependent on H1B?\",\n", + "\"_answer\": \"This is something that your lawyer will need to evaluate. Generally, there is nothing stopping you from filing a PERM application while on OPT and an EB2 appears to be a possibility.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible to file for a green card with my current employer while I'm on OPT? Can I apply for an EB2? I have two years of IT experience in India. If not, do I have to wait until I get an H1B? Is the green card process dependent on the H1B?\",\n", - "\"_answer\": \"This requires a legal evaluation of your case. Generally, there is nothing stopping you from filing a PERM application while on OPT and an EB2 appears to be a viable option.\"}\n", + "{\"_question\": \"Am I eligible to apply for a green card while on OPT? I graduated last summer and have been employed for two months. I have two years of IT experience in India. Does the green card process rely on H1B?\",\n", + "\"_answer\": \"This requires your lawyer to assess the situation. Generally, you can file a PERM application while on OPT and an EB2 may be possible.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I submit a green card application while I'm on OPT? I recently graduated and have been working with a company for two months. Is it possible to file for an EB2? I have two years of IT experience in India. If not, do I have to wait until I get an H1B? Is the green card process dependent on the H1B?\",\n", - "\"_answer\": \"This requires a legal assessment of your case. Generally, nothing prevents you from filing a PERM application while on OPT and an EB2 appears to be a feasible option.\"} \n", + "{\"_question\": \"Can I initiate the green card process while on OPT? I just finished my master's degree and have been working for two months. I have two years of IT experience in India. Is the green card process dependent on H1B?\",\n", + "\"_answer\": \"This is something that your lawyer will have to assess. Generally, nothing prevents you from filing a PERM application while on OPT and an EB2 appears feasible.\"} \n", "\n", "\n", "\n", @@ -1429,16 +1274,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I switch my category from EB3 to EB2?\",\n", - "\"_answer\": \"Yes, but the green card process will have to be restarted from the PERM stage.\"}\n", + "{\"_question\": \"Can I switch from EB3 to EB2?\",\n", + "\"_answer\": \"Yes, it is feasible to change your category from EB3 to EB2, however the green card process will have to be restarted from the PERM stage.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it feasible to change my EB3 status to EB2?\",\n", - "\"_answer\": \"Yes, but the green card application must be restarted from the PERM stage.\"}\n", + "{\"_question\": \"Is it doable to upgrade from EB3 to EB2?\",\n", + "\"_answer\": \"It is achievable, however the green card process must be restarted from the PERM level.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I alter my EB3 classification to EB2?\",\n", - "\"_answer\": \"Yes, however the green card process must be initiated again from the PERM stage.\"} \n", + "{\"_question\": \"Is it possible to move from EB3 to EB2?\",\n", + "\"_answer\": \"Yes, it is possible, however the green card application must be initiated again from the PERM stage.\"} \n", "\n", "\n", "\n", @@ -1447,16 +1292,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"is it possible to apply for a green card in the eb-2 category? i have a bsc from india plus a two year diploma from niit (in h1 and l1 they considered my diploma as a master degree). i also have 10 years of experience. can i apply for a green card in the eb2 category?\",\n", - "\"_answer\": \"it's hard to say with diplomas. i don't think eb-2 is likely.\"}\n", + "{\"_question\": \"is it possible to apply for green card in eb-2 category? i have a bachelor's degree from india, a two-year diploma from niit (in h1 and l1 they considered my diploma as a master degree), and 10 years of experience. could i apply for a green card in the eb2 category?\",\n", + "\"_answer\": \"diplomas are hard to predict. i don't think eb-2 is likely.\"}\n", "\n", "######\n", - "{\"_question\": \"am i able to apply for a green card in the eb-2 category? i have a bsc from india plus a two year diploma from niit (in h1 and l1 they considered my diploma as a master degree). i also have 10 years of experience. is it possible to apply for a green card in the eb2 category?\",\n", - "\"_answer\": \"it's hard to tell with diplomas. i don't think eb-2 is probable.\"}\n", + "{\"_question\": \"am i able to apply for a green card in the eb-2 category? i have a bachelor's degree from india, a two-year diploma from niit (in h1 and l1 they considered my diploma as a master degree), and 10 years of experience. is it possible to get a green card in the eb2 category?\",\n", + "\"_answer\": \"diplomas are hard to gauge. i don't think eb-2 is feasible.\"}\n", "\n", "######\n", - "{\"_question\": \"can i submit an application for a green card in the eb-2 category? i have a bsc from india plus a two year diploma from niit (in h1 and l1 they considered my diploma as a master degree). i also have 10 years of experience. am i able to submit an application for a green card in the eb2 category?\",\n", - "\"_answer\": \"it's hard to determine with diplomas. i don't think eb-2 is feasible.\"} \n", + "{\"_question\": \"can i submit an application for a green card in the eb-2 category? i have a bachelor's degree from india, a two-year diploma from niit (in h1 and l1 they considered my diploma as a master degree), and 10 years of experience. is it possible to apply for a green card in the eb2 category?\",\n", + "\"_answer\": \"diplomas are difficult to assess. i don't think eb-2 is doable.\"} \n", "\n", "\n", "\n", @@ -1465,15 +1310,15 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for EB2? I have a Bachelor of Engineering (4 years) in Computer Science from India and 7.5 years of work experience in the same field. Can I apply for a Green Card in the EB2 category?\",\n", - "\"_answer\": \"You appear to be eligible for EB-2.\"}\n", + "{\"_question\": \"Do I meet the requirements for EB2? I have a Bachelor's degree in Computer Science from India and 7.5 years of experience in the same field. Can I apply for a Green Card in the EB2 category?\",\n", + "\"_answer\": \"It looks like you are eligible for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB2? I have a Bachelor of Engineering (4 years) in Computer Science from India and 7.5 years of experience in the relevant field. Can I submit a Green Card application in the EB2 category?\",\n", - "\"_answer\": \"You appear to be qualified for EB-2.\"}\n", + "{\"_question\": \"Am I qualified for EB2? I have a Bachelor's degree in Computer Science from India and 7.5 years of experience in the same field. Can I apply for a Green Card in the EB2 category?\",\n", + "\"_answer\": \"You seem to meet the criteria for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I suitable for EB2? I have a Bachelor of Engineering (4 years) in Computer Science from India and 7.5 years of experience in the related field. Am I able to apply for a Green Card in the EB2 category?\",\n", + "{\"_question\": \"Do I qualify for EB2? I have a Bachelor's degree in Computer Science from India and 7.5 years of experience in the same field. Am I able to apply for a Green Card in the EB2 category?\",\n", "\"_answer\": \"You appear to be qualified for EB-2.\"} \n", "\n", "\n", @@ -1483,16 +1328,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for the EB-2 category? I am currently employed as a Mechanical Engineer at one of the largest companies and am transitioning to a Product Development Engineer role within the same company. The job requires a Bachelor's degree plus two to five years of experience. I have a Bachelor's degree from four years ago, a Master's degree from the US, one year and four months of research assistant experience, ten months of teaching assistant experience, and three years and seven months of experience as a Mechanical Engineer. Do I qualify for the EB-2 category?\",\n", - "\"_answer\": \"The job requires a minimum of two years of experience, so you do not qualify for the EB-2 category.\"}\n", + "{\"_question\": \"Do I meet the criteria for EB-2 category eligibility? I am currently employed as a Mechanical Engineer with one of the largest companies and I am transitioning to a Product Development Engineer role within the same company. The job requires a Bachelor's degree plus two to five years of experience. I have a Bachelor's degree that took four years to complete, a Master's degree from the US, one year and four months of research assistant experience, ten months of teaching assistant experience, and three years and seven months of experience as a Mechanical Engineer. Am I eligible for the EB-2 category?\",\n", + "\"_answer\": \"The minimum requirements for the job are two years of experience, so you do qualify for the EB-2 category.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I meet the criteria for the EB-2 category? I am currently employed as a Mechanical Engineer at one of the largest companies and am transitioning to a Product Development Engineer role within the same company. The job requires a Bachelor's degree plus two to five years of experience. I have a Bachelor's degree from four years ago, a Master's degree from the US, one year and four months of research assistant experience, ten months of teaching assistant experience, and three years and seven months of experience as a Mechanical Engineer. Am I eligible for the EB-2 category?\",\n", - "\"_answer\": \"The job requires a minimum of two years of experience, so you are not eligible for the EB-2 category.\"}\n", + "{\"_question\": \"Am I eligible for the EB-2 category? I'm currently employed as a Mechanical Engineer at one of the largest companies and I'm transitioning to a Product Development Engineer role with the same company. The job requires a Bachelor's degree plus two to five years of experience. I have a Bachelor's degree that took four years to finish, a Master's degree from the US, one year and four months of research assistant experience, ten months of teaching assistant experience, and three years and seven months of experience as a Mechanical Engineer. Do I meet the criteria for EB-2 category eligibility?\",\n", + "\"_answer\": \"The job requires a minimum of two years of experience, so you do qualify for the EB-2 category.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for the EB-2 category? I am currently employed as a Mechanical Engineer at one of the largest companies and am transitioning to a Product Development Engineer role within the same company. The job requires a Bachelor's degree plus two to five years of experience. I have a Bachelor's degree from four years ago, a Master's degree from the US, one year and four months of research assistant experience, ten months of teaching assistant experience, and three years and seven months of experience as a Mechanical Engineer. Can I be considered for the EB-2 category?\",\n", - "\"_answer\": \"The job requires a minimum of two years of experience, so you do not meet the criteria for the EB-2 category.\"} \n", + "{\"_question\": \"Do I qualify for the EB-2 category? I'm currently employed as a Mechanical Engineer with one of the largest companies and I'm transitioning to a Product Development Engineer role within the same company. The job requires a Bachelor's degree plus two to five years of experience. I have a Bachelor's degree that took four years to obtain, a Master's degree from the US, one year and four months of research assistant experience, ten months of teaching assistant experience, and three years and seven months of experience as a Mechanical Engineer. Am I eligible for the EB-2 category?\",\n", + "\"_answer\": \"The job requires a minimum of two years of experience, so you are eligible for the EB-2 category.\"} \n", "\n", "\n", "\n", @@ -1501,16 +1346,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I apply for EB-2 with my 3 years bachelors in computer science and 2 years masters in computer science from India?\",\n", - "\"_answer\": \"It is possible, however your lawyer must decide which route is the best for you: evaluate the two degrees to be equal to a bachelors and use bachelors plus 5 years for EB-2 or just use the master's degree (risky).\"}\n", + "{\"_question\": \"Can I apply for EB-2 with my 3 year bachelor's degree in computer science and 2 year master's degree in computer science from India?\",\n", + "\"_answer\": \"It is a possibility, however your lawyer should determine which path is most suitable for you: evaluate the two degrees to be equivalent to a bachelor's and use bachelor's plus 5 years for EB-2 or just use the master's degree (risky).\"}\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB-2 with my 3 years bachelors in computer science and 2 years masters in computer science from India?\",\n", - "\"_answer\": \"It is a possibility, but your attorney must determine which route is the most suitable for you: evaluate the two degrees to be equivalent to a bachelors and use bachelors plus 5 years for EB-2 or just use the master's degree (risky).\"}\n", + "{\"_question\": \"I have a 3 year bachelor's degree in computer science and a 2 year master's degree in computer science from India. My education evaluation says master's. Is it feasible to apply for EB-2?\",\n", + "\"_answer\": \"It is possible, but your attorney should decide which route is best for you: assess the two degrees to be equal to a bachelor's and use bachelor's plus 5 years for EB-2 or just use the master's degree (risky).\"}\n", "\n", "######\n", - "{\"_question\": \"If I have 3 years bachelors in computer science and 2 years masters in computer science from India, can I apply for EB-2?\",\n", - "\"_answer\": \"It is feasible, but your legal representative must evaluate which route is the most advantageous for you: assess the two degrees to be equal to a bachelors and use bachelors plus 5 years for EB-2 or just use the master's degree (risky).\"} \n", + "{\"_question\": \"I have a 3 year bachelor's degree in computer science and a 2 year master's degree in computer science from India. My education evaluation says master's. Can I apply for EB-2?\",\n", + "\"_answer\": \"It is doable, but your legal representative should decide which course is most suitable for you: evaluate the two degrees to be equivalent to a bachelor's and use bachelor's plus 5 years for EB-2 or just use the master's degree (risky).\"} \n", "\n", "\n", "\n", @@ -1519,16 +1364,20 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for an EB-2 visa with a four-year degree in civil engineering and thirteen years of documented experience in the IT industry?\",\n", - "\"_answer\": \"Yes, you may qualify for an EB-2 visa\"}\n", + "{\"_question\": \"Do I meet the requirements for an EB-2 visa with a four-year degree in civil engineering and thirteen years of experience in the IT industry?\",\n", + "\"_answer\": \"It is possible to qualify for an EB-2 visa\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for an EB-2 visa with a four-year degree in civil engineering and thirteen years of experience in the IT sector?\",\n", - "\"_answer\": \"It is possible to be eligible for an EB-2 visa\"}\n", + "{\"_question\": \"Can I get an EB-2 visa with my qualifications?\",\n", + "\"_answer\": \"You may be eligible for an EB-2 visa\"}\n", "\n", "######\n", - "{\"_question\": \"Can I get an EB-2 visa with a four-year degree in civil engineering and thirteen years of documented experience in the IT industry?\",\n", - "\"_answer\": \"You may be able to obtain an EB-2 visa\"} \n", + "{\"_question\": \"Am I qualified for an EB-2 visa with my background?\",\n", + "\"_answer\": \"You could be eligible for an EB-2 visa\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I have the qualifications for an EB-2 visa?\",\n", + "\"_answer\": \"It is possible to qualify for an EB-2 visa\"} \n", "\n", "\n", "\n", @@ -1537,16 +1386,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What about accredited degrees? I have a two-year B.Com from my home country, plus a CA. I have 10 years of accounting experience and a CPA. My firm's lawyers refused to file an EB-2 and insisted on an EB-3. I know two people from another accounting firm with the same credentials (even the same university) who filed an EB-2 and got their green cards. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a BBA (accounting and finance) based on my B.Com and CA. But the lawyers insisted that for the green card process, USCIS won't consider the CA.\",\n", - "\"_answer\": \"Your lawyers are correct that the CA is not accepted as education by USCIS. Speak with a credentials evaluation agency about potential master's degrees.\"}\n", + "{\"_question\": \"Do I need to get a master's degree for USCIS to accept my credentials?\",\n", + "\"_answer\": \"Yes, USCIS does not accept a CA as education. You should speak with a credentials evaluation agency about getting a master's degree.\"}\n", "\n", "######\n", - "{\"_question\": \"What about accredited degrees? I have a two-year B.Com from my home country, plus a CA. I have 10 years of accounting experience and a CPA. My firm's lawyers refused to file an EB-2 and insisted on an EB-3. I know two people from another accounting firm with the same credentials (even the same university) who filed an EB-2 and got their green cards. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a BBA (accounting and finance) based on my B.Com and CA. But the lawyers insisted that for the green card process, USCIS won't consider the CA.\",\n", - "\"_answer\": \"Your lawyers are accurate in saying that the CA is not accepted as education by USCIS. Consult with a credentials evaluation agency about potential master's degrees.\"}\n", + "{\"_question\": \"What type of degree do I need to get USCIS to accept my credentials?\",\n", + "\"_answer\": \"USCIS does not accept a CA as education. You should contact a credentials evaluation agency to learn more about getting a master's degree.\"}\n", "\n", "######\n", - "{\"_question\": \"What about accredited degrees? I have a two-year B.Com from my home country, plus a CA. I have 10 years of accounting experience and a CPA. My firm's lawyers refused to file an EB-2 and insisted on an EB-3. I know two people from another accounting firm with the same credentials (even the same university) who filed an EB-2 and got their green cards. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a BBA (accounting and finance) based on my B.Com and CA. But the lawyers insisted that for the green card process, USCIS won't consider the CA.\",\n", - "\"_answer\": \"Your lawyers are right that the CA is not accepted as education by USCIS. Talk to a credentials evaluation agency about possible master's degrees.\"} \n", + "{\"_question\": \"What should I do if USCIS does not accept my CA?\",\n", + "\"_answer\": \"You should reach out to a credentials evaluation agency to explore getting a master's degree, as USCIS does not accept a CA as education.\"} \n", "\n", "\n", "\n", @@ -1555,16 +1404,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Is it possible to switch jobs and submit a PERM and I-140 under EB-2 instead of EB3 with a new employer? How dangerous is this? I could stay with my current employer, but it would take another 3 years to get my green card under EB3. My priority date is February 2007.\",\n", - "\"_answer\": \"You can file I-485 in the month when your priority date becomes current (and then get EAD). Priority dates are reported in the Visa Bulletin. I don't see any issue in transferring the priority date if you file an EB-2 through a new employer. As for the risk, that needs to be evaluated by your lawyers.\"}\n", + "{\"_question\": \"Is it possible to switch jobs and submit PERM and I-140 under EB-2? Can I switch jobs and submit PERM and I-140 under EB2 instead of EB3 with the new employer? How risky is the situation? I can stay with my current employer, but it will take another 3 years to get my green card under EB3. My priority date is February 2007.\",\n", + "\"_answer\": \"You can file I-485 in the month when your priority date becomes current (and then get EAD). Priority dates are reported in the Visa Bulletin. I don't see any issue with transferring the priority date if you file an EB-2 through a new employer. As to risk, that needs to be evaluated by your lawyers.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I switch jobs and file PERM and I-140 under EB-2 instead of EB3 with a new employer? How risky is this? I could stay with my current employer, but it would take another 3 years to get my green card under EB3. My priority date is February 2007.\",\n", - "\"_answer\": \"You can submit I-485 in the month when your priority date becomes current (and then get EAD). Priority dates are reported in the Visa Bulletin. I don't observe any problem in transferring the priority date if you file an EB-2 through a new employer. As far as the risk is concerned, that needs to be evaluated by your lawyers.\"}\n", + "{\"_question\": \"Am I able to change jobs and submit PERM and I-140 under EB-2? Can I change jobs and submit PERM and I-140 under EB2 instead of EB3 with the new employer? How dangerous is the situation? I can stay with my current employer, but it will take another 3 years to get my green card under EB3. My priority date is February 2007.\",\n", + "\"_answer\": \"You can file I-485 in the month when your priority date becomes current (and then get EAD). Priority dates are reported in the Visa Bulletin. I don't see any problem with transferring the priority date if you file an EB-2 through a new employer. As to danger, that needs to be evaluated by your lawyers.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it feasible to change jobs and file PERM and I-140 under EB-2 instead of EB3 with a new employer? How hazardous is this? I could remain with my current employer, but it would take another 3 years to get my green card under EB3. My priority date is February 2007.\",\n", - "\"_answer\": \"You can submit I-485 in the month when your priority date becomes current (and then get EAD). Priority dates are reported in the Visa Bulletin. I don't see any difficulty in transferring the priority date if you file an EB-2 through a new employer. As for the risk, that needs to be evaluated by your lawyers.\"} \n", + "{\"_question\": \"Can I switch jobs and file PERM and I-140 under EB-2? Can I switch jobs and file PERM and I-140 under EB2 instead of EB3 with the new employer? How hazardous is the situation? I can stay with my current employer, but it will take another 3 years to get my green card under EB3. My priority date is February 2007.\",\n", + "\"_answer\": \"You can file I-485 in the month when your priority date becomes current (and then get EAD). Priority dates are reported in the Visa Bulletin. I don't see any difficulty with transferring the priority date if you file an EB-2 through a new employer. As to hazard, that needs to be evaluated by your lawyers.\"} \n", "\n", "\n", "\n", @@ -1573,16 +1422,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I qualify for EB-2 if I have a master's degree in biomedical engineering and work as a senior consultant for a company that implements EQMS for biologics, medical device, and pharma companies?\",\n", - "\"_answer\": \"It is possible that you could qualify for EB-2 depending on your qualifications and the job requirements. If you leave before I-140 is approved, you may not receive any benefit from the process. However, if you leave after I-140 approval, you can use your priority date to move forward.\"}\n", + "{\"_question\": \"Can I qualify for EB-2 if I have a master's in biomedical engineering and work as a senior consultant in a company that implements EQMS for biologics, med device and pharma companies?\",\n", + "\"_answer\": \"It is possible that you could meet the requirements for EB-2 depending on your qualifications and the job description. If you leave before the I-140 is approved, you may not receive any benefit from the process. However, if you leave after the I-140 is approved, you can take your priority date with you.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a master's degree in biomedical engineering and I am a senior consultant for a company that implements EQMS for biologics, medical device, and pharma companies. Could I be eligible for EB-2 if I apply for my green card?\",\n", - "\"_answer\": \"It is possible that you could be eligible for EB-2 depending on your qualifications and the job requirements. If you leave before I-140 is approved, you may not gain anything from the process. But if you leave after I-140 approval, you can use your priority date to progress.\"}\n", + "{\"_question\": \"If I have a master's in biomedical engineering and am employed as a senior consultant in a company that implements EQMS for biologics, med device and pharma companies, could I be eligible for EB-2?\",\n", + "\"_answer\": \"It is possible that you could be eligible for EB-2 depending on your qualifications and the job requirements. If you depart before the I-140 is approved, you may not gain anything from the process. But if you leave after the I-140 is approved, you can take your priority date with you.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a master's degree in biomedical engineering and I am a senior consultant for a company that implements EQMS for biologics, medical device, and pharma companies. If I apply for my green card, will I qualify for EB-2?\",\n", - "\"_answer\": \"It is possible that you could qualify for EB-2 depending on your qualifications and the job requirements. If you depart before I-140 is approved, you may not benefit from the process. However, if you leave after I-140 approval, you can take your priority date to move forward.\"} \n", + "{\"_question\": \"If I have a master's in biomedical engineering and work as a senior consultant in a company that implements EQMS for biologics, med device and pharma companies, am I able to apply for EB-2?\",\n", + "\"_answer\": \"It is possible that you could qualify for EB-2 depending on your qualifications and the job description. If you leave before the I-140 is approved, you may not get any benefit from the process. However, if you leave after the I-140 is approved, you can take your priority date with you.\"} \n", "\n", "\n", "\n", @@ -1591,16 +1440,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I switch jobs after I-140 approval? I'm in my fifth year of H1. My current employer has filed for my permanent residency under the EB-3 category, even though I don't have five years of experience (EB-3 has a six year backlog, but EB-2 is current for me). Can I wait for I-140 approval, get a three year extension with my current employer, and then switch jobs? Will I be able to get three more years on H1 with a future employer?\",\n", - "\"_answer\": \"It is possible and common for a new employer (Employer B) to get an H-1 extension based on the I-140 approval of the previous employer (Employer A). You should discuss the details with an attorney.\"}\n", + "{\"_question\": \"Can I switch jobs after I-140 approval? I am in the fifth year of my H1 visa. My current employer has filed for my permanent residency under the EB-3 category, even though I do not have five years of experience (EB-3 has a six year backlog, but EB-2 is current for me). Can I wait for I-140 approval, get a three year extension with my current employer, and then switch jobs? Will I be able to get three more years on my H1 with a future employer?\",\n", + "\"_answer\": \"It is possible and common for a second employer to get an H-1 extension based on the I-140 approval of the first employer. You should discuss the specifics with an attorney.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I change jobs after I-140 is approved? I'm in my fifth year of H1. My current employer has filed for my green card under the EB-3 category, even though I don't have five years of experience (EB-3 has a six year backlog, but EB-2 is current for me). Can I wait for I-140 approval, get a three year extension with my current employer, and then switch jobs? Will I be able to get three more years on H1 with a future employer?\",\n", - "\"_answer\": \"It is possible and common for a new employer (Employer B) to receive an H-1 extension based on the I-140 approval of the previous employer (Employer A). You should consult with an attorney about the details.\"}\n", + "{\"_question\": \"Can I change jobs after I-140 is approved? I am in the fifth year of my H1 visa. My current employer has filed for my permanent residency under the EB-3 category, even though I do not have five years of experience (EB-3 has a six year backlog, but EB-2 is current for me). Is it possible to wait for I-140 approval, get a three year extension with my current employer, and then move to a different job? Will I be able to get three more years on my H1 with a future employer?\",\n", + "\"_answer\": \"It is feasible and common for a second employer to receive an H-1 extension based on the I-140 approval of the first employer. You should consult a lawyer about the details.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I move jobs after I-140 is approved? I'm in my fifth year of H1. My current employer has filed for my permanent residency under the EB-3 category, even though I don't have five years of experience (EB-3 has a six year backlog, but EB-2 is current for me). Can I wait for I-140 approval, get a three year extension with my current employer, and then switch jobs? Will I be able to get three more years on H1 with a future employer?\",\n", - "\"_answer\": \"It is possible and common for a new employer (Employer B) to obtain an H-1 extension based on the I-140 approval of the previous employer (Employer A). You should speak to a lawyer about the details.\"} \n", + "{\"_question\": \"Can I switch jobs after I-140 is accepted? I am in the fifth year of my H1 visa. My current employer has filed for my permanent residency under the EB-3 category, even though I do not have five years of experience (EB-3 has a six year backlog, but EB-2 is current for me). Is it possible to wait for I-140 approval, get a three year extension with my current employer, and then change jobs? Will I be able to get three more years on my H1 with a future employer?\",\n", + "\"_answer\": \"It is doable and common for a second employer to acquire an H-1 extension based on the I-140 approval of the first employer. You should talk to a lawyer about the particulars.\"} \n", "\n", "\n", "\n", @@ -1609,16 +1458,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I need to wait for a promotion before starting the green card process to qualify for EB-2? Is a Bachelor's degree plus five years of post-Bachelor experience or a Master's degree plus two years of experience sufficient for a Senior level position? Does the job description need to specify Bachelor's plus five years or Master's plus two years?\",\n", - "\"_answer\": \"It is best to consult with your lawyers to determine the best timing for filing. For EB-2, either a Master's degree or a Bachelor's degree plus five years of post-Bachelor experience is required to qualify.\"}\n", + "{\"_question\": \"Should I wait for a promotion before beginning the green card process in order to qualify for EB-2? Does my company need to specify a Bachelor's degree plus five years of experience or a Master's degree plus two years of experience for the senior level? Is either acceptable?\", \n", + "\"_answer\": \"It is best to consult with your legal team to decide when to start the filing process. For EB-2, either a Master's degree or a Bachelor's degree plus five years of post-Bachelor experience is required to qualify.\"}\n", "\n", "######\n", - "{\"_question\": \"When should I begin the green card process to qualify for EB-2? Is a Bachelor's degree plus five years of post-Bachelor experience or a Master's degree plus two years of experience enough for a Senior level position? Does the job description need to specify Bachelor's plus five years or Master's plus two years?\",\n", - "\"_answer\": \"It is best to consult with your lawyers to decide when to file. For EB-2, either a Master's degree or a Bachelor's degree plus five years of post-Bachelor experience is necessary to qualify.\"}\n", + "{\"_question\": \"Do I need to wait for a promotion before filing EB-2? What are the requirements for a senior level position - Bachelor's degree plus five years of experience or Master's degree plus two years of experience? Is either acceptable?\", \n", + "\"_answer\": \"It is best to speak with your lawyers to determine the timing of the filing. For EB-2, you must have either a Master's degree or a Bachelor's degree plus five years of post-Bachelor experience to qualify.\"}\n", "\n", "######\n", - "{\"_question\": \"Should I wait for a promotion before starting the green card process to qualify for EB-2? Is a Bachelor's degree plus five years of post-Bachelor experience or a Master's degree plus two years of experience enough for a Senior level position? Does the job description need to specify Bachelor's plus five years or Master's plus two years?\",\n", - "\"_answer\": \"It is best to speak with your lawyers to determine the best timing for filing. For EB-2, either a Master's degree or a Bachelor's degree plus five years of post-Bachelor experience is required to qualify.\"} \n", + "{\"_question\": \"Should I delay the green card process until I get a promotion to qualify for EB-2? What are the requirements for a senior level position - Bachelor's degree plus five years of experience or Master's degree plus two years of experience? Is either sufficient?\", \n", + "\"_answer\": \"It is advisable to consult with your legal team to decide when to start the filing process. For EB-2, either a Master's degree or a Bachelor's degree plus five years of post-Bachelor experience is necessary to qualify.\"} \n", "\n", "\n", "\n", @@ -1627,16 +1476,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB2? I have a Bachelor of Business Administration (3 years) and a Higher Diploma in Software Engineering (2 years) as well as 10 years of experience, 7.5 of which are in the required job description.\",\n", - "\"_answer\": \"It depends. If the diploma is postgraduate (not available to undergraduates) and accepted, you may be eligible for EB-2.\"}\n", + "{\"_question\": \"Do I qualify for EB2? I have a Bachelor of Business Administration (3 years) and a Higher Diploma in Software Engineering (2 years) plus 10 years of experience, 7.5 of which is in the required job description.\",\n", + "\"_answer\": \"It depends. If the diploma is postgraduate (not available for undergraduates) and accepted, you may be eligible for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for EB2? I have a Bachelor of Business Administration (3 years) and a Higher Diploma in Software Engineering (2 years) plus 10 years of experience, 7.5 of which are in the required job description.\",\n", - "\"_answer\": \"It depends. If the diploma is postgraduate (not available to undergraduates) and accepted, you may be able to qualify for EB-2.\"}\n", + "{\"_question\": \"Am I eligible for EB2? I have a Bachelor of Business Administration (3 years) and a Higher Diploma in Software Engineering (2 years) plus 10 years of experience, 7.5 of which is in the required job description.\",\n", + "\"_answer\": \"It depends. If the diploma is postgraduate (not available for undergraduates) and recognized, you may be qualified for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I get EB2? I have a Bachelor of Business Administration (3 years) and a Higher Diploma in Software Engineering (2 years) plus 10 years of experience, 7.5 of which are in the required job description.\",\n", - "\"_answer\": \"It depends. If the diploma is postgraduate (not available to undergraduates) and accepted, you may be eligible for EB-2.\"} \n", + "{\"_question\": \"Do I meet the requirements for EB2? I have a Bachelor of Business Administration (3 years) and a Higher Diploma in Software Engineering (2 years) plus 10 years of experience, 7.5 of which is in the required job description.\",\n", + "\"_answer\": \"It depends. If the diploma is postgraduate (not available for undergraduates) and acknowledged, you may be eligible for EB-2.\"} \n", "\n", "\n", "\n", @@ -1645,16 +1494,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB2? I have a B.Sc. in Computer Science (3 years) and an M.Sc. in Computer Science (2 years). I have 9 years of experience as a Technical Architect/Lead, managing 5-20 people. My M.Sc. was evaluated as equivalent to a US Master's degree for H1 visa approval. Am I eligible?\",\n", - "\"_answer\": \"If your Bachelor's and Master's degrees are in the same field and are related to your current job, then you should be able to apply for EB-2.\"}\n", + "{\"_question\": \"Am I qualified for EB2? I have a B.Sc. in Computer Science (3 years) and an M.Sc. in Computer Science (2 years). I have 9 years of experience as a Technical Architect/Lead (managing 5-20 people). My M.Sc. was evaluated as equivalent to a US Master's Degree for H1 visa approval. Can I apply for EB2?\",\n", + "\"_answer\": \"If your Bachelor's and Master's degrees are related to your current job, you should be eligible for EB2.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I able to apply for EB2? I have a B.Sc. in Computer Science (3 years) and an M.Sc. in Computer Science (2 years). I have 9 years of experience as a Technical Architect/Lead, managing 5-20 people. My M.Sc. was evaluated as equivalent to a US Master's degree for H1 visa approval. Is this sufficient?\",\n", - "\"_answer\": \"If your Bachelor's and Master's degrees are in the same field and are related to your current job, then you should be able to apply for EB-2.\"}\n", + "{\"_question\": \"Do I meet the requirements for EB2? I have a B.Sc. in Computer Science (3 years) and an M.Sc. in Computer Science (2 years). I have 9 years of experience as a Technical Architect/Lead (managing 5-20 people). My M.Sc. was evaluated as equivalent to a US Master's Degree for H1 visa approval. Am I qualified?\",\n", + "\"_answer\": \"If your Bachelor's and Master's degrees are related to your current work, you should be able to apply for EB2.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I apply for EB2? I have a B.Sc. in Computer Science (3 years) and an M.Sc. in Computer Science (2 years). I have 9 years of experience as a Technical Architect/Lead, managing 5-20 people. My M.Sc. was evaluated as equivalent to a US Master's degree for H1 visa approval. Do I qualify?\",\n", - "\"_answer\": \"If your Bachelor's and Master's degrees are in the same field and are related to your current job, then you should be able to apply for EB-2.\"} \n", + "{\"_question\": \"Am I eligible for EB2? I have a B.Sc. in Computer Science (3 years) and an M.Sc. in Computer Science (2 years). I have 9 years of experience as a Technical Architect/Lead (managing 5-20 people). My M.Sc. was evaluated as equivalent to a US Master's Degree for H1 visa approval. Can I be approved?\",\n", + "\"_answer\": \"If your Bachelor's and Master's degrees are related to your job, you should be able to get EB2.\"} \n", "\n", "\n", "\n", @@ -1663,16 +1512,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I switch from an EB3 to an EB2 green card through portability? My EB3 I-485 is still pending with a priority date of 06/2006. My employer is willing to file a new EB2 as I have an Indian equivalent master's degree (3+3 years) and more experience as well as increased job responsibilities. What is the minimum wage for the EB2 category? Will my current company experience count for the new EB2 category? Any advice on the EB2 job responsibilities?\",\n", - "\"_answer\": \"In theory, this is a possibility. As for the practical implications, you should consult with the lawyers who will be handling your second green card application.\"}\n", + "{\"_question\": \"Can I switch from EB3 to EB2 with my current employer?\",\n", + "\"_answer\": \"In theory, it is possible to transfer from EB3 to EB2 with your current employer. However, you should consult with a lawyer to discuss the practical implications of this decision.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it feasible to switch from an EB3 to an EB2 green card through portability? My EB3 I-485 is still pending with a priority date of 06/2006. My employer is willing to file a new EB2 as I have an Indian equivalent master's degree (3+3 years) and more experience as well as increased job responsibilities. What is the minimum wage for the EB2 category? Will my current company experience count for the new EB2 category? Any tips on the EB2 job responsibilities?\",\n", - "\"_answer\": \"In theory, this is doable. As for the practical implications, you should speak with the lawyers who will be representing you in the second green card process.\"}\n", + "{\"_question\": \"Is it feasible to transition from EB3 to EB2 with my current employer?\",\n", + "\"_answer\": \"It is theoretically possible to make the switch from EB3 to EB2 with your current employer. You should speak with a lawyer to discuss the practical implications of this move.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I transfer from an EB3 to an EB2 green card through portability? My EB3 I-485 is still pending with a priority date of 06/2006. My employer is willing to file a new EB2 as I have an Indian equivalent master's degree (3+3 years) and more experience as well as increased job responsibilities. What is the minimum wage for the EB2 category? Will my current company experience count for the new EB2 category? Any advice on the EB2 job responsibilities?\",\n", - "\"_answer\": \"In theory, this is achievable. As for the practical implications, you must consult with the lawyers who will be managing your second green card application.\"} \n", + "{\"_question\": \"What is the minimum wage for EB2 category and can I move from EB3 to EB2 with my current employer?\",\n", + "\"_answer\": \"It is possible to transfer from EB3 to EB2 with your current employer, however, you should consult with a lawyer to discuss the practical implications of this decision. The minimum wage for the EB2 category varies depending on the location.\"} \n", "\n", "\n", "\n", @@ -1682,15 +1531,15 @@ "\n", "######\n", "{\"_question\": \"Do I meet the criteria for EB2 with my MS in Electrical Engineering and 3 years of experience?\",\n", - "\"_answer\": \"Yes, you are eligible for EB2, unless the job requirements are lower than a Bachelor's degree plus 5 years of experience.\"}\n", + " \"_answer\": \"Yes, you are eligible for EB2, unless the job requirements are lower than a Bachelor's degree and 5 years of experience.\"}\n", "\n", "######\n", "{\"_question\": \"Am I qualified for EB2 with my MS in Electrical Engineering and 3 years of experience?\",\n", - "\"_answer\": \"Yes, you fulfill the requirements for EB2, unless the job demands are less than a Bachelor's degree plus 5 years of experience.\"}\n", + " \"_answer\": \"Yes, you fulfill the criteria for EB2, unless the job requirements are lower than a Bachelor's degree and 5 years of experience.\"}\n", "\n", "######\n", "{\"_question\": \"Do I qualify for EB2 with my MS in Electrical Engineering and 3 years of experience?\",\n", - "\"_answer\": \"Yes, you satisfy the criteria for EB2, unless the job specifications are less than a Bachelor's degree plus 5 years of experience.\"} \n", + " \"_answer\": \"Yes, you are qualified for EB2, unless the job requirements are less than a Bachelor's degree and 5 years of experience.\"} \n", "\n", "\n", "\n", @@ -1699,16 +1548,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB2 with a Master's in Computer Science?\",\n", + "{\"_question\": \"Do I qualify for EB2 if I have a Master's in Computer Science from the US and 6 months of experience?\",\n", "\"_answer\": \"It depends if the job requires a Master's degree.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for EB2 with a Master's in Computer Science and 6 months experience?\",\n", + "{\"_question\": \"Am I eligible for EB2 if I have a Master's in Computer Science from the US and 6 months of experience?\",\n", "\"_answer\": \"It depends if the job necessitates a Master's degree.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I get EB2 with a Master's in Computer Science and 6 months experience?\",\n", - "\"_answer\": \"It depends if the job requires a Master's degree.\"} \n", + "{\"_question\": \"Can I get EB2 if I have a Master's in Computer Science from the US and 6 months of experience?\",\n", + "\"_answer\": \"It depends if the job demands a Master's degree.\"} \n", "\n", "\n", "\n", @@ -1718,15 +1567,15 @@ "\n", "######\n", "{\"_question\": \"What are the odds of me obtaining a green card through the EB-2 category after I finish my PhD and get a job in the industry?\",\n", - "\"_answer\": \"It looks like your chances of getting a green card through EB-2 are quite good.\"}\n", + "\"_answer\": \"It looks like you have a good chance of getting a green card through the EB-2 category.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the likelihood of me being able to acquire a green card through the EB-2 route after I complete my PhD and secure a job in the industry?\",\n", - "\"_answer\": \"It appears that your prospects of obtaining a green card through EB-2 are quite favorable.\"}\n", + "{\"_question\": \"I am in the last year of my PhD in semiconductor devices at a US university. I have done my MS from the same university and have around 5 first author publications. What are the chances of me getting a green card through the EB-2 category right after I get a job in the industry?\",\n", + "\"_answer\": \"It appears that your chances of getting a green card through the EB-2 category are quite good.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the prospects of me getting a green card through the EB-2 route once I finish my PhD and find a job in the industry?\",\n", - "\"_answer\": \"Your chances of getting a green card through EB-2 seem quite good.\"} \n", + "{\"_question\": \"I am in the final year of my PhD in semiconductor devices at a US university. I have done my MS from the same university and have around 5 first author publications. What are the prospects of me getting a green card through the EB-2 category once I get a job in the industry?\",\n", + "\"_answer\": \"It looks like you have a good prospect of getting a green card through the EB-2 category.\"} \n", "\n", "\n", "\n", @@ -1735,16 +1584,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Is it possible to transfer my PD for EB3 to a new EB2 application? I filed my PERM under the EB3 category on October 1st, 2008 and received an audit. According to the current PERM dates, they are processing audits from August 2008. Can I file with the same employer under EB2? Is there a way to keep my EB3 file running in parallel if I file a new EB2? I have already completed 4 years and 2 months on H1B. Can you suggest if I can change my employer now to file for EB2?\",\n", - "\"_answer\": \"It is not possible to have two PERM applications for the same individual from the same company. However, if you have a valid explanation, there is no law that prohibits it. You cannot transfer your PD until the I-140 is approved. I believe you have enough time to change jobs now.\"}\n", + "{\"_question\": \"Is it possible to transfer my PD from EB3 to EB2? I filed my PERM under EB3 category on October 1st, 2008 and received an audit. According to the current PERM dates, they are processing audits from August 2008. Can I file with the same employer under EB2? Is it possible to keep my EB3 file running in parallel? Is there a way to transfer my PD from EB3 to EB2 after I-140 approval if I file a new EB2? I have already completed 4 years and 2 months on H1B. Can you suggest if I can change my employer now to file for EB2 or not?\",\n", + "\"_answer\": \"It is not possible to have two PERM applications for the same individual for different jobs with the same company. However, you cannot transfer your PD until the I-140 is approved. I do not see any issue with changing jobs right away. You may have just enough time.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it feasible to move my EB3 priority date to a new EB2 application? I submitted my PERM under the EB3 category on October 1st, 2008 and received an audit. According to the current PERM dates, they are processing audits from August 2008. Can I submit with the same employer under EB2? Is there a way to keep my EB3 file running in parallel if I file a new EB2? I have already completed 4 years and 2 months on H1B. Can you advise if I can switch my employer now to file for EB2?\",\n", - "\"_answer\": \"Having two PERM applications for the same individual from the same company is not possible. However, if you have a valid explanation, there is no law that forbids it. You cannot transfer your PD until the I-140 is approved. I think you have enough time to change jobs now.\"}\n", + "{\"_question\": \"Can I move my PD from EB3 to EB2? I submitted my PERM under EB3 category on October 1st, 2008 and was audited. According to the current PERM dates, they are processing audits from August 2008. Is it possible to file with the same employer under EB2? Can I keep my EB3 file running in parallel? Is there a way to move my PD from EB3 to EB2 after I-140 approval if I file a new EB2? I have already completed 4 years and 2 months on H1B. Can you advise if I can switch my employer now to file for EB2 or not?\",\n", + "\"_answer\": \"It is not feasible to have two PERM applications for the same individual for different jobs with the same company. However, you cannot transfer your PD until the I-140 is approved. I do not see any issue with changing jobs immediately. You may have just enough time.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it feasible to transfer my EB3 priority date to a new EB2 application? I filed my PERM under the EB3 category on October 1st, 2008 and received an audit. According to the current PERM dates, they are processing audits from August 2008. Can I submit with the same employer under EB2? Is there a way to keep my EB3 file running in parallel if I file a new EB2? I have already completed 4 years and 2 months on H1B. Can you suggest if I can change my employer now to file for EB2?\",\n", - "\"_answer\": \"Having two PERM applications for the same individual from the same company is not possible. However, if you have a valid explanation, there is no law that prohibits it. You cannot move your PD until the I-140 is approved. I believe you have enough time to switch jobs now.\"} \n", + "{\"_question\": \"Is it possible to transfer my PD from EB3 to EB2? I filed my PERM under EB3 category on October 1st, 2008 and received an audit. According to the current PERM dates, they are processing audits from August 2008. Can I file with the same employer under EB2? Is it possible to keep my EB3 file running in parallel? Is there a way to transfer my PD from EB3 to EB2 after I-140 approval if I file a new EB2? I have already completed 4 years and 2 months on H1B. Can you suggest if I can change my employer now to file for EB2 or not?\",\n", + "\"_answer\": \"It is not possible to have two PERM applications for the same individual for different jobs with the same company. However, you cannot move your PD until the I-140 is approved. I do not see any issue with switching jobs right away. You may have just enough time.\"} \n", "\n", "\n", "\n", @@ -1753,16 +1602,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Am I qualified for EB2 with a 3-year bachelor's degree, certification as a software architect, 15+ years of experience (including current employer) and a salary of over 100k?\",\n", - "\"_answer\": \"It is unlikely that you would qualify for EB2 under the exceptional ability category, but have your lawyers review the situation.\"}\n", + "{\"_question\": \"Do I meet the requirements for EB2?\",\n", + "\"_answer\": \"It is unlikely that you qualify for EB2 based on your qualifications, but it is best to have your lawyers review it.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I meet the criteria for EB2 with my 3-year bachelor's degree, software architect certification, 15+ years of experience (including current employer) and a salary of over 100k?\",\n", - "\"_answer\": \"It is unlikely that you would be eligible for EB2 under the exceptional ability category, but have your lawyers review the details.\"}\n", + "{\"_question\": \"Am I eligible for EB2?\",\n", + "\"_answer\": \"It is unlikely that you are eligible for EB2 with your 3-year bachelor's degree, certified software architect, 15+ years of experience, and 100k+ salary, but it is best to have your lawyers review it.\"}\n", "\n", "######\n", - "{\"_question\": \"Given my 3-year bachelor's degree, software architect certification, 15+ years of experience (including current employer) and a salary of over 100k, do I qualify for EB2 under exceptional ability?\",\n", - "\"_answer\": \"It is unlikely that you would be approved for EB2 under the exceptional ability category, but have your lawyers review the situation.\"} \n", + "{\"_question\": \"Do I have a chance of getting EB2?\",\n", + "\"_answer\": \"It is unlikely that you can get EB2 given your qualifications, but it is best to have your lawyers review it.\"} \n", "\n", "\n", "\n", @@ -1771,16 +1620,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I apply for EB2 (Schedule A) to bypass the labor certification step if my PERM application was recently denied due to a layoff in my company?\",\n", - "\"_answer\": \"If you meet the qualifications, you can submit a Schedule A application without delay. There should be no issues arising from the PERM denial or layoffs.\"}\n", + "{\"_question\": \"Can I apply for EB2 (Schedule A) to bypass the labor certification step if my PERM application was recently denied due to layoffs in my company?\",\n", + "\"_answer\": \"If you are qualified, you can submit a Schedule A application without any delay. The PERM denial or layoffs should not affect your application in any way.\"}\n", "\n", "######\n", - "{\"_question\": \"I was recently laid off and my PERM application was denied. Can I apply for EB2 (Schedule A) to avoid the labor certification process?\",\n", - "\"_answer\": \"If you are eligible, you can submit a Schedule A application right away. The PERM denial or layoffs should not cause any problems.\"}\n", + "{\"_question\": \"I was recently laid off and my PERM application was denied. Can I use EB2 (Schedule A) to avoid the labor certification step?\",\n", + "\"_answer\": \"If you are eligible, you can submit a Schedule A application right away. The PERM denial or layoffs should not have any impact on your application.\"}\n", "\n", "######\n", - "{\"_question\": \"My PERM application was denied due to a layoff in my company. Can I apply for EB2 (Schedule A) to bypass the labor certification step?\",\n", - "\"_answer\": \"If you qualify, you can file a Schedule A application immediately. There should be no issues stemming from the PERM denial or layoffs.\"} \n", + "{\"_question\": \"My PERM application was denied due to a layoff in my company. Can I use EB2 (Schedule A) to bypass the labor certification step?\",\n", + "\"_answer\": \"If you meet the requirements, you can file a Schedule A application immediately. The PERM denial or layoffs should not be a problem for your application.\"} \n", "\n", "\n", "\n", @@ -1790,15 +1639,15 @@ "\n", "######\n", "{\"_question\": \"Do I qualify for EB2? I have a B.Tech in engineering from India and 13+ years of experience in IT. I am currently working as an IT Architect and my company is ready to process my green card. Am I eligible?\",\n", - "\"_answer\": \"It appears that you meet the requirements for EB2, given that your B.Tech is a 4-year degree.\"}\n", + "\"_answer\": \"It appears that you meet the requirements for EB-2, given that your B.Tech is a four-year degree.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I get an EB2? I have a B.Tech in engineering from India and 13+ years of experience in IT. I am currently an IT Architect and my company is ready to process my green card. Am I qualified?\",\n", - "\"_answer\": \"It looks like you are eligible for EB2, as long as your B.Tech is a 4-year degree.\"}\n", + "{\"_question\": \"Am I able to get an EB2? I have a B.Tech in engineering from India and 13+ years of experience in IT. I am currently an IT Architect and my company is ready to process my green card. Can I qualify?\",\n", + "\"_answer\": \"It looks like you are eligible for EB-2, assuming your B.Tech is a four-year degree.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I able to get an EB2? I have a B.Tech in engineering from India and 13+ years of experience in IT. I am an IT Architect now and my company is ready to process my green card. Do I qualify?\",\n", - "\"_answer\": \"It seems that you meet the criteria for EB2, provided that your B.Tech is a 4-year degree.\"} \n", + "{\"_question\": \"Can I get an EB2? I have a B.Tech in engineering from India and 13+ years of experience in IT. I am an IT Architect and my company is ready to process my green card. Am I qualified?\",\n", + "\"_answer\": \"It appears that you meet the requirements for EB-2, given that your B.Tech is a four-year degree.\"} \n", "\n", "\n", "\n", @@ -1807,16 +1656,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for an EB-2 visa if I have a 4 year US Bachelor's degree, a 2 year Master's degree in Chemistry, and have been working on an H-1B visa for the same US university as a research associate for 2 years, even though my publications (2-3) are still pending and I am secondary on most of them?\",\n", - "\"_answer\": \"Yes, you qualify for an EB-2 visa. Whether or not a promotion is necessary is something that your lawyer and employer will need to decide. Any position that requires a Master's or Bachelor's degree and 5 years of progressively responsible experience is eligible for an EB-2 filing.\"}\n", + "{\"_question\": \"Do I meet the requirements for an EB-2 visa if I have a 4 year US bachelor's degree and a 2 year master's degree in chemical engineering, have been working on an H-1B visa for the same US university as a research associate for 2 years, and have 2-3 pending publications with me as a secondary author?\",\n", + "\"_answer\": \"Yes, you are eligible for an EB-2 visa. Whether or not a promotion is necessary is something that your lawyer and the employer must decide. Any position that requires a master's or bachelor's degree and 5 years of progressively responsible experience qualifies for an EB-2 filing.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a 4 year US Bachelor's degree, a 2 year Master's degree in Chemistry, and have been working on an H-1B visa for the same US university as a research associate for 2 years, and my publications (2-3) are still pending and I am secondary on most of them. Am I eligible for an EB-2 visa?\",\n", - "\"_answer\": \"Yes, you meet the requirements for an EB-2 visa. Whether or not a promotion is necessary is something that your lawyer and employer will need to determine. Any position that requires a Master's or Bachelor's degree and 5 years of progressively responsible experience is eligible for an EB-2 filing.\"}\n", + "{\"_question\": \"I have a 4 year US bachelor's degree and a 2 year master's degree in chemical engineering, have been working on an H-1B visa for the same US university as a research associate for 2 years, and have 2-3 pending publications with me as a secondary author. Am I qualified for an EB-2 visa?\",\n", + "\"_answer\": \"Yes, you meet the requirements for an EB-2 visa. Whether or not a promotion is necessary is something that your lawyer and the employer must decide. Any position that requires a master's or bachelor's degree and 5 years of progressively responsible experience is eligible for an EB-2 filing.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a 4 year US Bachelor's degree, a 2 year Master's degree in Chemistry, and have been working on an H-1B visa for the same US university as a research associate for 2 years, and my publications (2-3) are still pending and I am secondary on most of them. Do I qualify for an EB-2 visa?\",\n", - "\"_answer\": \"Yes, you are eligible for an EB-2 visa. Whether or not a promotion is required is something that your lawyer and employer will need to decide. Any position that requires a Master's or Bachelor's degree and 5 years of progressively responsible experience is eligible for an EB-2 filing.\"} \n", + "{\"_question\": \"I have a 4 year US bachelor's degree and a 2 year master's degree in chemical engineering, have been working on an H-1B visa for the same US university as a research associate for 2 years, and have 2-3 pending publications with me as a secondary author. Do I qualify for an EB-2 visa?\",\n", + "\"_answer\": \"Yes, you are eligible for an EB-2 visa. Whether or not a promotion is required is something that your lawyer and the employer must decide. Any position that necessitates a master's or bachelor's degree and 5 years of progressively responsible experience is suitable for an EB-2 filing.\"} \n", "\n", "\n", "\n", @@ -1825,11 +1674,11 @@ "\n", "\n", "######\n", - "{\"_question\": \"Am I qualified for EB2? I completed my BSc in Computer Science from St. Xaviers Mumbai and then my MCA from REC Trichy. I have 7 years of experience in the IT industry and my company is filing my GC. Is this enough?\",\n", + "{\"_question\": \"Am I qualified for EB2? I completed my BSc in Computer Science from St. Xaviers Mumbai, followed by an MCA from REC Trichy. I have 7 years of work experience in the IT industry and my company is filing my green card. Is this enough to qualify for EB2?\",\n", "\"_answer\": \"Yes, you meet the requirements for EB2.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB2? I have a BSc in Computer Science from St. Xaviers Mumbai and an MCA from REC Trichy. I have 7 years of experience in the IT field and my employer is submitting my GC. Is this enough?\",\n", + "{\"_question\": \"Do I qualify for EB2? I have a BSc in Computer Science from St. Xaviers Mumbai and an MCA from REC Trichy. I have 7 years of experience in the IT industry and my employer is filing my green card. Am I eligible for EB2?\",\n", "\"_answer\": \"Yes, you are eligible for EB2.\"} \n", "\n", "\n", @@ -1839,16 +1688,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for an EB-2 green card if I have a 3 year Bachelor's degree in Science and a 3 year Bachelor's degree in Technology from India, plus 8 years of experience?\",\n", - "\"_answer\": \"It is usually not allowed to combine two 3-year Bachelor's degrees, so it is unlikely that you would qualify for an EB-2 green card.\"}\n", + "{\"_question\": \"Do I meet the requirements for an EB-2 green card if I have a BSc and a BTech, both 3 years long, and 8 years of experience?\",\n", + "\"_answer\": \"It is usually not allowed to combine two 3-year bachelor's degrees, so it is unlikely you would qualify for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a 3 year Bachelor's degree in Science and a 3 year Bachelor's degree in Technology from India, plus 8 years of experience. Am I eligible to apply for a green card under the EB-2 category if the position requires a Master's degree or a Bachelor's degree plus 5 years of experience?\",\n", - "\"_answer\": \"Generally, combining two 3-year Bachelor's degrees is not allowed. Therefore, it is unlikely that you would qualify for an EB-2 green card.\"}\n", + "{\"_question\": \"If I have a 3-year BSc and a 3-year BTech, plus 8 years of experience, am I eligible to apply for an EB-2 green card if the job requires a MS or BS plus 5 years of experience?\",\n", + "\"_answer\": \"Generally, it is not accepted to put together two 3-year bachelor's degrees. Therefore, it appears unlikely that you would qualify for an EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a 3 year Bachelor's degree in Science and a 3 year Bachelor's degree in Technology from India, plus 8 years of experience. Will I be able to get a green card under the EB-2 category if the position requires a Master's degree or a Bachelor's degree plus 5 years of experience?\",\n", - "\"_answer\": \"It is usually not possible to combine two 3-year Bachelor's degrees, so it appears unlikely that you would be eligible for an EB-2 green card.\"} \n", + "{\"_question\": \"Do I qualify for an EB-2 green card if I have a 3-year BSc and a 3-year BTech, plus 8 years of experience, and the job requires a MS or BS plus 5 years of experience?\",\n", + "\"_answer\": \"It is usually not allowed to combine two 3-year bachelor's degrees, so it is unlikely you would meet the requirements for an EB-2.\"} \n", "\n", "\n", "\n", @@ -1857,16 +1706,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB2 or EB3 with my 7 years of experience and 3 year bachelor's degree plus 2 year master's degree from India?\",\n", - "\"_answer\": \"It is likely that you would be able to combine your bachelor's and master's degrees to qualify for EB2, since they are in the same or similar fields.\"}\n", + "{\"_question\": \"What is the eligibility criteria for EB2 or EB3 if I have 7 years of experience with a 3-year bachelor's degree and a 2-year master's degree from India? The job for which my green card is being filed requires a bachelor's degree and 6 years of experience.\",\n", + "\"_answer\": \"Generally, if the bachelor's and master's degrees are in the same or similar fields, you should be able to combine them to reach the 4-year degree requirement for EB2. You should have a good chance of qualifying for EB2.\"}\n", "\n", "######\n", - "{\"_question\": \"I have 7 years of experience and a 3 year bachelor's degree plus 2 year master's degree from India. Is this enough to qualify for EB2 or EB3?\",\n", - "\"_answer\": \"It is possible that you could combine your bachelor's and master's degrees to meet the requirements for EB2, since they are in the same or similar fields.\"}\n", + "{\"_question\": \"What is the eligibility for EB2 or EB3 if I have 7 years of experience with a 3-year bachelor's degree and a 2-year master's degree from India? The position for which my green card is being filed requires a bachelor's degree and 6 years of experience.\",\n", + "\"_answer\": \"In most cases, if the bachelor's and master's degrees are in the same or similar fields, you should be able to combine them to reach the 4-year degree requirement for EB2. You should have a good chance of being eligible for EB2.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a 3 year bachelor's degree and a 2 year master's degree from India, plus 7 years of experience. Does this qualify me for EB2 or EB3?\",\n", - "\"_answer\": \"You may be able to use your bachelor's and master's degrees together to meet the requirements for EB2, since they are in the same or similar fields.\"} \n", + "{\"_question\": \"What is the eligibility for EB2 or EB3 if I have 7 years of experience with a 3-year bachelor's degree and a 2-year master's degree from India? The job for which my green card is being filed requires a bachelor's degree and 6 years of experience.\",\n", + "\"_answer\": \"Generally, if the bachelor's and master's degrees are in the same or similar fields, you should be able to combine them to get the 4-year degree requirement for EB2. You should have a good chance of qualifying for EB2.\"} \n", "\n", "\n", "\n", @@ -1875,16 +1724,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the estimated timeline for green card processing and EB2 if I initiate it now?\",\n", - "\"_answer\": \"The length of time for green card processing and EB2 for those born in countries with a backlog can range from 3-4 years or longer, depending on a variety of factors. However, getting to the I-140 approved stage can be beneficial as it allows you to transfer your priority date to another employer and get an H-1 extension beyond six years.\"}\n", + "{\"_question\": \"What is the estimated time frame for green card processing if I initiate it now?\",\n", + "\"_answer\": \"The duration of the process can range from 3-4 years or more, depending on the backlog of the country of birth. However, having the I-140 approved can be beneficial as it allows you to transfer your priority date to the next employer and extend your H-1 beyond 6 years.\"}\n", "\n", "######\n", - "{\"_question\": \"If I begin the green card process and EB2 now, how long will it take?\",\n", - "\"_answer\": \"The duration of the green card process and EB2 for individuals from countries with a backlog can be anywhere from 3-4 years or longer, depending on a number of variables. One advantage of reaching the I-140 approved stage is that you can transfer your priority date to a different employer and obtain an H-1 extension beyond six years.\"}\n", + "{\"_question\": \"How long will it take to get a green card if I start the process now?\",\n", + "\"_answer\": \"The timeline for green card processing can vary from 3-4 years or more, depending on the backlog of the country of birth. An advantage of getting the I-140 approved is that you can transfer your priority date to the next employer and extend your H-1 beyond 6 years.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the expected time frame for green card processing and EB2 if I start it now?\",\n", - "\"_answer\": \"For those born in countries with a backlog, the timeline for green card processing and EB2 can range from 3-4 years or longer, depending on various factors. A major benefit of getting to the I-140 approved stage is that you can transfer your priority date to another employer and get an H-1 extension beyond six years.\"} \n", + "{\"_question\": \"What is the expected duration of green card processing if I initiate it now?\",\n", + "\"_answer\": \"The length of the process can range from 3-4 years or more, depending on the backlog of the country of birth. Getting the I-140 approved can be advantageous as it allows you to transfer your priority date to the next employer and extend your H-1 beyond 6 years.\"} \n", "\n", "\n", "\n", @@ -1894,15 +1743,15 @@ "\n", "######\n", "{\"_question\": \"Can my current employer sponsor me for EB2 after they promote me to Clinical Specialist?\",\n", - "\"_answer\": \"It is possible to use the experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. Only a competent lawyer can help you assess the chances.\"}\n", + "\"_answer\": \"The law allows for experience gained with the same employer to be used if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. To assess the chances, it is best to consult a competent lawyer.\"}\n", "\n", "######\n", - "{\"_question\": \"If I am promoted to Clinical Specialist, can my current employer sponsor me for EB2?\",\n", - "\"_answer\": \"The law allows for the use of experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. To determine the likelihood of success, it is best to consult with a qualified lawyer.\"}\n", + "{\"_question\": \"If I am promoted to Clinical Specialist by my current employer, can they sponsor me for EB2?\",\n", + "\"_answer\": \"It is possible to use the experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. To determine the chances, it is recommended to seek the advice of a qualified lawyer.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I use my experience with my current employer for EB2 if I am promoted to Clinical Specialist?\",\n", - "\"_answer\": \"The law permits the use of experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. To get a better understanding of the chances of success, it is recommended to seek the advice of a competent lawyer.\"} \n", + "{\"_question\": \"If I am promoted to Clinical Specialist, can my current employer sponsor me for EB2?\",\n", + "\"_answer\": \"Under the current law, it is possible to use the experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. To assess the chances, it is advisable to consult a competent lawyer.\"} \n", "\n", "\n", "\n", @@ -1911,16 +1760,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for EB2? I have a B.Tech in Electronics from India in 2004 and a combined experience of 6 years (3 years in India and 3 years in the US). Is it a requirement to have 5 years of experience outside of the US?\",\n", - "\"_answer\": \"Given your four-year degree and more than five years of post-degree experience, you should have a good chance of qualifying for EB2.\"}\n", + "{\"_question\": \"Am I eligible for EB2? I have a B.Tech in Electronics from India in 2004 and 6 years of experience (3 in India and 3 in the US). Is it necessary to have 5 years of experience outside of the US?\",\n", + "\"_answer\": \"Given your four-year degree and more than five years of post-degree experience, you should have a chance at EB2.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for EB2? I have a B.Tech in Electronics from India in 2004 and a combined experience of 6 years (3 years in India and 3 years in the US). Is it necessary to have 5 years of experience outside of the US?\",\n", - "\"_answer\": \"With your four-year degree and more than five years of post-degree experience, you should have a good chance of being eligible for EB2.\"}\n", + "{\"_question\": \"Can I qualify for EB2? I have a B.Tech in Electronics from India in 2004 and 6 years of experience (3 in India and 3 in the US). Do I need to have 5 years of experience outside of the US?\",\n", + "\"_answer\": \"With your four-year degree and more than five years of post-degree experience, you should be able to pursue EB2.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I apply for EB2? I have a B.Tech in Electronics from India in 2004 and a combined experience of 6 years (3 years in India and 3 years in the US). Is it mandatory to have 5 years of experience outside of the US?\",\n", - "\"_answer\": \"Given your four-year degree and more than five years of post-degree experience, you should have a good chance of being approved for EB2.\"} \n", + "{\"_question\": \"Am I eligible for EB2? I have a B.Tech in Electronics from India in 2004 and 6 years of experience (3 in India and 3 in the US). Is it a requirement to have 5 years of experience outside of the US?\",\n", + "\"_answer\": \"You should have a shot at EB2 with your four-year bach. degree and more than five years of post bach experience.\"} \n", "\n", "\n", "\n", @@ -1929,16 +1778,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I use volunteer work to satisfy the experience requirement for EB2?\", \n", - "\"_answer\": \"In general, there is no requirement that paid experience is necessary for EB2; volunteer work could be taken into consideration.\"}\n", + "{\"_question\": \"Can volunteer work be counted as an experience for EB2? I am an OT practitioner in the US who graduated with a BSOT and had two years of volunteer work in an adult setting in my home country. Would that count as part of the five years experience? During the first six months, I was not yet licensed as an OT.\",\n", + "\"_answer\": \"Generally, for EB2, there is no requirement that I am aware of that requires paid experience. Volunteer experience could be taken into consideration.\"}\n", "\n", "######\n", - "{\"_question\": \"Does volunteer work count towards the 5 years of experience for EB2?\", \n", - "\"_answer\": \"No specific rule requires paid experience for EB2; volunteer work may be considered.\"}\n", + "{\"_question\": \"Does volunteer work count as an experience for EB2? I am an OT practitioner in the US who graduated with a BSOT and had two years of volunteer work in an adult setting in my home country. Would that count as part of the five years experience? During the first six months, I was not yet licensed as an OT.\",\n", + "\"_answer\": \"Generally, for EB2, there is no rule that I am aware of that necessitates paid experience. Volunteer experience could be taken into account.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I use my volunteer OT work to meet the 5 year experience requirement for EB2?\", \n", - "\"_answer\": \"No specific regulation mandates that paid experience is necessary for EB2; volunteer work could be taken into account.\"} \n", + "{\"_question\": \"Is volunteer work considered an experience for EB2? I am an OT practitioner in the US who graduated with a BSOT and had two years of volunteer work in an adult setting in my home country. Would that count as part of the five years experience? During the first six months, I was not yet licensed as an OT.\",\n", + "\"_answer\": \"Generally, for EB2, there is no requirement that I am aware of that demands paid experience. Volunteer experience could be taken into account.\"} \n", "\n", "\n", "\n", @@ -1947,12 +1796,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Am I qualified for EB2? I have a Bachelor's degree in Computer Science Engineering (4 years) and I am currently working as a Subject Matter Expert in the US on an L1B visa with 4 years of experience. I have also completed two Microsoft certifications and AICPCU certifications. Can I apply for a Green Card under the EB2 category?\",\n", - "\"_answer\": \"You must have 5 years of experience after your Bachelor's degree to be eligible. Certifications do not usually count towards this requirement.\"}\n", + "{\"_question\": \"Am I eligible for an EB2 green card? I have a Bachelor's degree in Computer Science Engineering, 4 years of work experience as a Subject Matter Expert in the US on an L1B visa, and 2 Microsoft certifications and AICPCU certifications.\",\n", + "\"_answer\": \"You will need 5 years of post-bachelor's experience. Certifications do not usually count towards eligibility.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Do I meet the requirements for an EB2 green card? I have a Bachelor's degree in Computer Science Engineering, 4 years of work experience as a Subject Matter Expert in the US on an L1B visa, and 2 Microsoft certifications and AICPCU certifications.\",\n", + "\"_answer\": \"You must have 5 years of post-bachelor's experience. Certifications are not typically considered.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I meet the criteria for EB2? I have a Bachelor's degree in Computer Science Engineering (4 years) and I am currently employed as a Subject Matter Expert in the US on an L1B visa with 4 years of experience. I have also obtained two Microsoft certifications and AICPCU certifications. Can I apply for a Green Card under the EB2 category?\",\n", - "\"_answer\": \"You must have 5 years of experience following your Bachelor's degree to be eligible. Certifications are not usually taken into account.\"} \n", + "{\"_question\": \"Can I apply for an EB2 green card? I have a Bachelor's degree in Computer Science Engineering, 4 years of work experience as a Subject Matter Expert in the US on an L1B visa, and 2 Microsoft certifications and AICPCU certifications.\",\n", + "\"_answer\": \"You must have 5 years of post-bachelor's experience. Certifications do not usually factor in.\"} \n", "\n", "\n", "\n", @@ -1961,16 +1814,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"If one has an approved I-140, is it necessary to switch to a similar job to preserve the priority date?\", \n", - "\"_answer\": \"No, the job does not need to be similar. The green card process must be restarted, but the priority date can be transferred to any job and category (EB1, EB2, EB3).\"}\n", + "{\"_question\": \"If one has an approved I-140, is it necessary to switch to a similar job to preserve the priority date?\",\n", + "\"_answer\": \"No, the job does not need to be the same. The green card process must be restarted, but the priority date can be transferred to any job and category (EB1, EB2, EB3).\"}\n", "\n", "######\n", - "{\"_question\": \"If an individual has an approved I-140, is it a requirement to move to a comparable job to keep the priority date?\", \n", - "\"_answer\": \"No, the job does not have to be comparable. The green card application must be restarted, but the priority date can be moved to any job and classification (EB1, EB2, EB3).\"}\n", + "{\"_question\": \"If someone has an approved I-140, do they need to transition to a comparable job to keep the priority date?\",\n", + "\"_answer\": \"No, the job does not have to be the same. The green card application must be restarted, but the priority date can be shifted to any job and category (EB1, EB2, EB3).\"}\n", "\n", "######\n", - "{\"_question\": \"If someone has an approved I-140, do they need to switch to a similar job to maintain the priority date?\", \n", - "\"_answer\": \"No, the job does not have to be similar. The green card must be filed again, but the priority date can be transferred to any job and category (EB1, EB2, EB3).\"} \n", + "{\"_question\": \"If an individual has an approved I-140, is it necessary to move to a similar job to maintain the priority date?\",\n", + "\"_answer\": \"No, the job does not need to be the same. The green card filing must be restarted, but the priority date can be transferred to any job and category (EB1, EB2, EB3).\"} \n", "\n", "\n", "\n", @@ -1979,16 +1832,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I apply for EB2 if the job requires a Bachelor's degree and 5 years of post-Bachelor's experience? Is the concept of 'cross chargeability' applicable to my Green Card application? If so, how can I take advantage of it?\",\n", - "\"_answer\": \"Yes, you can apply for EB2 if the job requires a Bachelor's degree with 5 years of post-Bachelor's experience. Yes, you can use cross chargeability. Consult with your lawyers to discuss the details.\"}\n", + "{\"_question\": \"Can I apply for EB2 if the job requires a Bachelor's degree and 5 years of post-Bachelor's experience? Is the concept of 'cross chargeability' applicable to my green card application? If so, how can I take advantage of it?\",\n", + "\"_answer\": \"Yes, you can submit an EB2 application if the role requires a Bachelor's degree and 5 years of post-Bachelor's experience. Cross chargeability is applicable to your green card application, and you can benefit from it by discussing the details with your lawyers.\"}\n", "\n", "######\n", - "{\"_question\": \"If I have a Bachelor's degree and 5 years of post-Bachelor's experience, am I eligible to file an EB2 application? Is the concept of 'cross chargeability' applicable to my Green Card application? How can I benefit from it?\",\n", - "\"_answer\": \"Yes, you can apply for EB2 if the job requires a Bachelor's degree with 5 years of post-Bachelor's experience. Yes, you can use cross chargeability. Talk to your lawyers to find out more about it.\"}\n", + "{\"_question\": \"Is it possible for me to apply for EB2 if the job requires a Bachelor's degree and 5 years of post-Bachelor's experience? Can I use cross chargeability for my green card application? How can I make use of it?\",\n", + "\"_answer\": \"Yes, you can submit an EB2 application if the role requires a Bachelor's degree and 5 years of post-Bachelor's experience. Cross chargeability is applicable to your green card application, and you can take advantage of it by consulting with your lawyers.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a MS degree from the US and 5 years of work experience. If I am moved to a role that requires a Bachelor's degree and 5 years of post-Bachelor's experience, can I apply for EB2? Is cross chargeability applicable to my Green Card application? How can I make use of it?\",\n", - "\"_answer\": \"Yes, you can apply for EB2 if the job requires a Bachelor's degree with 5 years of post-Bachelor's experience. Yes, you can use cross chargeability. Speak to your lawyers to learn more about it.\"} \n", + "{\"_question\": \"Am I eligible to file an EB2 application if the role requires a Bachelor's degree and 5 years of post-Bachelor's experience? Is cross chargeability applicable to my green card application? How can I benefit from it?\",\n", + "\"_answer\": \"Yes, you can apply for EB2 if the job requires a Bachelor's degree and 5 years of post-Bachelor's experience. Cross chargeability is applicable to your green card application, and you can take advantage of it by talking to your lawyers.\"} \n", "\n", "\n", "\n", @@ -1997,16 +1850,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I be eligible for an EB2 visa with a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in OT taken online in the US?\",\n", - "\"_answer\": \"In my opinion, if your job requires an advanced degree, you can apply for EB-2.\"}\n", + "{\"_question\": \"Can I be eligible for an EB2 visa with a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in OT online in the US?\",\n", + "\"_answer\": \"In my opinion, if your job necessitates an advanced degree, you can apply for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for an EB2 visa if I have a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in OT taken online in the US?\",\n", - "\"_answer\": \"My view is that if your job necessitates an advanced degree, you can apply for EB-2.\"}\n", + "{\"_question\": \"Am I eligible for an EB2 visa if I have a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in OT online in the US?\",\n", + "\"_answer\": \"In my opinion, if your occupation requires an advanced degree, you can apply for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for an EB2 visa with a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in OT taken online in the US?\",\n", - "\"_answer\": \"From my perspective, if your job requires an advanced degree, you can apply for EB-2.\"} \n", + "{\"_question\": \"Can I apply for an EB2 visa if I have a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in OT online in the US?\",\n", + "\"_answer\": \"In my opinion, if your job necessitates an advanced degree, you can be eligible for EB-2.\"} \n", "\n", "\n", "\n", @@ -2019,12 +1872,12 @@ "\"_answer\": \"Yes, that is accurate. This is known as 'cross changeability'.\"}\n", "\n", "######\n", - "{\"_question\": \"I am an Indian national and my wife is a Russian citizen, born in Russia. We are applying for a green card and I read on some online forums that I can use her country's priority date (\"current\" as of today) for the green card. Is this true?\",\n", - "\"_answer\": \"Yes, that is true. This is referred to as 'cross changeability'.\"}\n", + "{\"_question\": \"I would like to thank you for providing guidance to hundreds of us with your valuable advice. I have a query regarding the interchangeability of EB2 priority dates. As an Indian citizen, can I use my wife's Russian priority date (\"current\" as of today) for the green card application?\",\n", + "\"_answer\": \"Yes, that is possible. This is referred to as 'cross changeability'.\"}\n", "\n", "######\n", - "{\"_question\": \"I am an Indian citizen and my wife is a Russian citizen, born in Russia. We are filing for a green card and I read on some online forums that I can use her country's priority date (\"current\" as of today) for the green card. Is this correct?\",\n", - "\"_answer\": \"Yes, that is correct. This is called 'cross changeability'.\"} \n", + "{\"_question\": \"I am grateful for your assistance to many of us with your helpful advice. I have a question about the interchangeability of EB2 priority dates. As an Indian citizen, can I use my wife's Russian priority date (\"current\" as of today) for the green card application?\",\n", + "\"_answer\": \"Yes, that is correct. This is known as 'cross changeability'.\"} \n", "\n", "\n", "\n", @@ -2033,16 +1886,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I be eligible for an EB2 if my employer hires me in a different position and advertises the new job requirements (master's) after I'm hired?\", \n", - "\"_answer\": \"No, you will not be eligible for an EB2 unless the job also legitimately requires a post graduate degree or bach. with five years of experience at a minimum.\"}\n", + "{\"_question\": \"Can I be eligible for an EB2 visa if I have a US-based master's degree and my employer is willing to help me?\",\n", + "\"_answer\": \"No, you will not be eligible for an EB2 visa unless the job requires a post graduate degree or bachelor's degree with five years of experience at a minimum.\"}\n", "\n", "######\n", - "{\"_question\": \"If I am offered a state job that requires a bachelor's degree with one year of experience, but I have a US-based master's degree, can I request my employer to hire me in another position and advertise the new job requirements (master's) after I'm hired to be eligible for EB2?\", \n", - "\"_answer\": \"No, you will not qualify for an EB2 unless the job also legitimately requires a post graduate degree or bach. with five years of experience at a minimum.\"}\n", + "{\"_question\": \"If I am offered a state job that requires a bachelor's degree with one year of experience, but I have a US-based master's degree, can I be eligible for an EB2 visa?\",\n", + "\"_answer\": \"No, you will not qualify for an EB2 unless the job also legitimately requires a post graduate degree or bachelor's degree with five years of experience at a minimum.\"}\n", "\n", "######\n", - "{\"_question\": \"If I am offered a state job that requires a bachelor's degree with one year of experience, but I have a US-based master's degree, can I ask my employer to hire me in another position and list the new job requirements (master's) after I'm hired to be eligible for EB2?\", \n", - "\"_answer\": \"No, you will not be able to get an EB2 unless the job also legitimately requires a post graduate degree or bach. with five years of experience at a minimum.\"} \n", + "{\"_question\": \"If I am offered a state job that requires a bachelor's degree with one year of experience, but I have a US-based master's degree, can my employer help me to be eligible for an EB2 visa?\",\n", + "\"_answer\": \"No, you will not be able to qualify for an EB2 unless the job also legitimately requires a post graduate degree or bachelor's degree with five years of experience at a minimum.\"} \n", "\n", "\n", "\n", @@ -2051,16 +1904,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB2 with my online master's degree? I have a 5 year bachelor's degree from a traditional school in the US and a 2 year MBA from an accredited university in the US through distance education. My employer is questioning if my master's degree is recognized.\",\n", - "\"_answer\": \"The most important factor is to determine if the degree is accredited. You should contact the school for more information.\"}\n", + "{\"_question\": \"Do I qualify for EB2 with an online masters degree?\",\n", + "\"_answer\": \"The most important factor is to determine if the degree is accredited. You should contact the school to find out.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for EB2 with my online master's degree? I have a 5 year bachelor's degree from a US school and a 2 year MBA from an accredited university in the US through distance education. My employer is unsure if my master's degree is valid.\",\n", - "\"_answer\": \"The key is to check if the degree is accredited. You should reach out to the school for more information.\"}\n", + "{\"_question\": \"Can I get an EB2 visa with a distance learning masters degree?\",\n", + "\"_answer\": \"The key is to check if the degree is accredited. You should talk to the school to find out.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I qualify for EB2 with my online master's degree? I have a 5 year bachelor's degree from a US school and a 2 year MBA from an accredited university in the US through distance education. My employer is questioning if my master's degree is accepted.\",\n", - "\"_answer\": \"The most important step is to verify if the degree is accredited. You should contact the school for more details.\"} \n", + "{\"_question\": \"Am I eligible for EB2 with a masters degree obtained online?\",\n", + "\"_answer\": \"The main thing to consider is if the degree is accredited. You should consult the school to find out.\"} \n", "\n", "\n", "\n", @@ -2069,16 +1922,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"To be eligible for EB2 under advanced degrees, is it enough to have a Master's degree from a US university or must the job description specify it?\",\n", - "\"_answer\": \"The job must also necessitate EB2 level qualifications.\"}\n", + "{\"_question\": \"To be eligible for EB2 with advanced degrees, is it enough to have a Master's from a US university or must the job description specify it?\",\n", + "\"_answer\": \"The job must also genuinely require EB2 qualifications.\"}\n", "\n", "######\n", - "{\"_question\": \"To qualify for EB2 under advanced degrees, is a MS degree from a US university enough or must the job requirement state so?\",\n", - "\"_answer\": \"The job must also necessitate EB2 level qualifications.\"}\n", + "{\"_question\": \"To qualify for EB2 with advanced degrees, is a Master's from a US university sufficient or must the job require it?\",\n", + "\"_answer\": \"The job must also genuinely necessitate EB2 qualifications.\"}\n", "\n", "######\n", - "{\"_question\": \"To be eligible for EB2 under advanced degrees, is a MS degree from a US university sufficient or must the job requirement indicate it?\",\n", - "\"_answer\": \"The job must also demand EB2 level qualifications.\"} \n", + "{\"_question\": \"To be eligible for EB2 with advanced degrees, is a Master's from a US university enough or must the job listing state so?\",\n", + "\"_answer\": \"The job must also genuinely demand EB2 qualifications.\"} \n", "\n", "\n", "\n", @@ -2087,16 +1940,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Is there any issue with my educational background for the I-140 considering my PERM is approved under EB2? I have a 3-year diploma, 3-year B.Tech, 1.5-year M.Tech and 8 years of experience at the time of PERM, and all my education is from India.\",\n", - "\"_answer\": \"Generally, if the B.Tech is supposed to be a 4-year degree and you got it in three due to your diploma, you should be okay.\"}\n", + "{\"_question\": \"Is there any issue with my educational background for the I-140, given that my PERM is approved under EB2? My qualifications include a 3-year diploma, 3-year B.Tech, 1.5-year M.Tech, and 8 years of experience at the time of PERM, and all my education is from India.\",\n", + "\"_answer\": \"There are some variables to consider. Generally, if the B.Tech is supposed to be a 4-year degree and you completed it in three due to your diploma, you should be alright.\"}\n", "\n", "######\n", - "{\"_question\": \"I have been approved for PERM under EB2 and my education is from India. It consists of a 3-year diploma, 3-year B.Tech, 1.5-year M.Tech and 8 years of experience at the time of PERM. Could there be any issues with my educational background for the I-140?\",\n", - "\"_answer\": \"Generally, if the B.Tech is intended to be a 4-year degree and you obtained it in three due to your diploma, you should be in the clear.\"}\n", + "{\"_question\": \"Given that my PERM is approved under EB2 and my educational background is from India (3-year diploma, 3-year B.Tech, 1.5-year M.Tech, and 8 years of experience at the time of PERM), do you think there will be any problems with my I-140?\",\n", + "\"_answer\": \"There are some factors to consider. Generally, if the B.Tech is supposed to be a 4-year degree and you achieved it in three because of your diploma, you should be okay.\"}\n", "\n", "######\n", - "{\"_question\": \"My PERM is approved under EB2 and my education is from India. It includes a 3-year diploma, 3-year B.Tech, 1.5-year M.Tech and 8 years of experience at the time of PERM. Is there any problem with my educational background for the I-140?\",\n", - "\"_answer\": \"Generally, if the B.Tech is supposed to be a 4-year degree and you achieved it in three because of your diploma, you should be fine.\"} \n", + "{\"_question\": \"My PERM is approved under EB2 and my educational background is from India (3-year diploma, 3-year B.Tech, 1.5-year M.Tech, and 8 years of experience at the time of PERM). Is there any issue with my educational background for the I-140?\",\n", + "\"_answer\": \"There are some variables to take into account. Generally, if the B.Tech is supposed to be a 4-year degree and you attained it in three due to your diploma, you should be fine.\"} \n", "\n", "\n", "\n", @@ -2105,16 +1958,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the typical wait time for a Green Card through the EB2 category? I have a Master's in International Business and 7 years of experience in the USA and EU. I have a job offer from the US and I would like to file the petition.\",\n", - "\"_answer\": \"The biggest hold up for most people is the priority date movement. Have a look at the Visa Bulletin and the Permanent Processing Times. That should give you a good indication.\"}\n", + "{\"_question\": \"What is the typical duration for getting a green card through the EB2 category? I have a Master's in International Business and 7 years of experience in the US and EU. I have a job offer from the US and I would like to submit the petition.\",\n", + "\"_answer\": \"The biggest hold up for most people is the movement of the priority date. Have a look at the Visa Bulletin and the Permanent Processing Times to get an idea of the timeline.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the average time it takes to get a Green Card through the EB2 category? I have a Master's in International Business and 7 years of experience in the US and EU. I have a job offer from the US and I want to submit the petition.\",\n", - "\"_answer\": \"The main delay for most people is the priority date movement. Check out the Visa Bulletin and the Permanent Processing Times. That should give you a good idea.\"}\n", + "{\"_question\": \"How long does it usually take to get a green card through the EB2 category? I have a Master's in International Business and 7 years of experience in the US and EU. I have a job offer from the US and I would like to file the petition.\",\n", + "\"_answer\": \"The biggest delay for most people is the progress of the priority date. Check out the Visa Bulletin and the Permanent Processing Times to get an understanding of the timeline.\"}\n", "\n", "######\n", - "{\"_question\": \"How long does it usually take to obtain a Green Card through the EB2 category? I have a Master's in International Business and 7 years of experience in the US and EU. I have a job offer from the US and I am looking to file the petition.\",\n", - "\"_answer\": \"The biggest impediment for most people is the priority date movement. Have a look at the Visa Bulletin and the Permanent Processing Times. That should give you a good idea of what to expect.\"} \n", + "{\"_question\": \"What is the average time to obtain a green card through the EB2 category? I have a Master's in International Business and 7 years of experience in the US and EU. I have a job offer from the US and I would like to submit the petition.\",\n", + "\"_answer\": \"The biggest obstacle for most people is the movement of the priority date. Have a look at the Visa Bulletin and the Permanent Processing Times to get an idea of the timeframe.\"} \n", "\n", "\n", "\n", @@ -2123,16 +1976,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I meet the EB-2 criteria? I have a Bachelor's degree in Computing from the UK, which was a 3 year course, and a Master's degree from the UK in Computing, which was a 1 year course. Will this be enough to qualify for the EB-2 category?\",\n", - "\"_answer\": \"It is impossible to predict. It all depends on the type of degrees and the language used in the Form I-9089.\"}\n", + "{\"_question\": \"Do my qualifications meet the EB-2 criteria?\", \n", + "\"_answer\": \"It is not possible to predict if your qualifications meet the EB-2 criteria. It depends on the type of degrees and the language used in the formeta9089.\"}\n", "\n", "######\n", - "{\"_question\": \"Will I be eligible for EB-2? I have a Bachelor's degree in Computing from the UK, which was a 3 year course, and a Master's degree from the UK in Computing, which was a 1 year course. Is this enough to qualify for the EB-2 category?\",\n", - "\"_answer\": \"It is impossible to tell. It all depends on the type of degrees and the language used in the Form I-9089.\"}\n", + "{\"_question\": \"Will my education be accepted for the EB-2 category?\", \n", + "\"_answer\": \"It is not possible to anticipate if your education will be accepted for the EB-2 category. It depends on the type of degrees and the language used in the formeta9089.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for EB-2? I have a Bachelor's degree in Computing from the UK, which was a 3 year course, and a Master's degree from the UK in Computing, which was a 1 year course. Is this enough to meet the EB-2 criteria?\",\n", - "\"_answer\": \"It is not possible to determine. It all depends on the type of degrees and the language used in the Form I-9089.\"} \n", + "{\"_question\": \"Can I be sure that my degrees will qualify for the EB-2?\", \n", + "\"_answer\": \"It is impossible to guarantee that your degrees will qualify for the EB-2. It all depends on the type of degrees and the language used in the formeta9089.\"} \n", "\n", "\n", "\n", @@ -2141,16 +1994,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I use cross chargeability if I was born in India, have an approved EB2 I-140, but cannot apply for I-485 due to my Priority Date being November 2008? Is it possible if my fiancée was born in a country other than India or China, even if she is not in the US or on another visa category than H1B? Would marriage enable us to submit I-485 applications immediately?\",\n", - "\"_answer\": \"Cross chargeability is an option if your partner was born in a different country than you. She can only file her I-485 if she is in the US.\"}\n", + "{\"_question\": \"Can I use cross chargeability if I was born in India and have an approved EB2 I-140, but my priority date is too old to file for I-485? If I marry someone from a different country, will that enable us to file for I-485 right away?\",\n", + "\"_answer\": \"Cross chargeability is an option if your spouse was born in a country other than India or China. Your spouse can only file for I-485 if they are currently in the US.\"}\n", "\n", "######\n", - "{\"_question\": \"I was born in India, have an approved EB2 I-140, but cannot apply for I-485 due to my Priority Date being November 2008. Is cross chargeability applicable in this case if I marry someone who was born in a country other than India or China? Does it matter if she is not in the US or on another visa category than H1B? Will tying the knot allow us to file for I-485 right away?\",\n", - "\"_answer\": \"Cross chargeability is a possibility if your spouse was born in a different country than you. She can only submit her I-485 if she is in America.\"}\n", + "{\"_question\": \"I was born in India and have an approved EB2 I-140, but my priority date is too old to file for I-485. Is cross chargeability applicable in this case? If I marry someone from a different country, will that allow us to submit I-485 applications immediately?\",\n", + "\"_answer\": \"Cross chargeability is a possibility if your partner was born in a country other than India or China. Your partner can only file for I-485 if they are in the US at the moment.\"}\n", "\n", "######\n", - "{\"_question\": \"I am an H1B holder born in India and have an approved EB2 I-140, but cannot apply for I-485 since my Priority Date is November 2008. Is cross chargeability an option if I marry someone who was born in a country other than India or China? Does it matter if my partner is not in the US or on another visa category than H1B? Would marriage enable us to apply for I-485 immediately?\",\n", - "\"_answer\": \"Cross chargeability is feasible if your partner was born in a different country than you. She can only file her I-485 if she is in the US.\"} \n", + "{\"_question\": \"I am an H1B holder born in India with an approved EB2 I-140, but my priority date is too old to file for I-485. Is cross chargeability an option if I marry someone from a different country? Will that enable us to apply for I-485 right away?\",\n", + "\"_answer\": \"Cross chargeability is a viable option if your spouse was born in a country other than India or China. Your spouse can only file for I-485 if they are currently in the US.\"} \n", "\n", "\n", "\n", @@ -2159,16 +2012,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I be refused by the US Embassy despite my EB2 being approved by USCIS?\",\n", + "{\"_question\": \"Can I be refused by the US Embassy despite my EB2 approval from USCIS?\", \n", "\"_answer\": \"It is not probable, but it is a possibility.\"}\n", "\n", "######\n", - "{\"_question\": \"Is there a chance of being denied by the US Embassy after my EB2 was accepted by USCIS?\",\n", + "{\"_question\": \"What are the chances of the US Embassy denying me despite my EB2 approval from USCIS?\", \n", "\"_answer\": \"It is not likely, but it could happen.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the probability of being rejected by the US Embassy even though my EB2 was approved by USCIS?\",\n", - "\"_answer\": \"It is unlikely, but still possible.\"} \n", + "{\"_question\": \"Can I still be denied by the US Embassy even after my EB2 approval from USCIS?\", \n", + "\"_answer\": \"It is not probable, but it is a possibility.\"} \n", "\n", "\n", "\n", @@ -2177,16 +2030,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the eligibility criteria for EB-2 US Masters Degree for a technology professional with nearly 9 years of work experience?\",\n", - "\"_answer\": \"If you have earned a master's degree and plan to apply for permanent residency next year, you should be able to get EB-2.\"}\n", + "{\"_question\": \"Can I apply for EB2 Permanent Classification? I am a technology professional with almost 9 years of work experience. I am currently employed as a software consultant in a trading company in the US and will be graduating from a part-time MBA program (concentration in finance) this December. If I plan to apply for permanent residency next year, will I be eligible to apply under EB-2 US Masters Degree, considering my MBA in finance will assist in understanding complex financial principles and writing algorithms that support daily trading? In this case, will my prior experience be taken into account?\",\n", + "\"_answer\": \"If you have earned your master's degree by the time you submit your permanent residency application, you should be able to qualify for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I apply for EB-2 US Masters Degree with my MBA in finance and 9 years of work experience?\",\n", - "\"_answer\": \"Yes, as long as you have earned the degree by the time you file for permanent residency, you should be eligible for EB-2.\"}\n", - "\n", - "######\n", - "{\"_question\": \"What is the requirement for EB-2 US Masters Degree for a technology professional with nearly 9 years of work experience?\",\n", - "\"_answer\": \"If you have obtained a master's degree and plan to apply for permanent residency next year, you should be able to get EB-2.\"} \n", + "{\"_question\": \"What about EB2 Permanent Classification? I have been a technology professional for almost 9 years and am currently working as a software consultant in a trading firm in the US. I am due to graduate from a part-time MBA program (finance concentration) this December. If I apply for permanent residency next year, will I be eligible to apply under EB-2 US Masters Degree, given that my MBA in finance will help me comprehend complex financial principles and write algorithms that support daily trading? Will my past experience be considered in this case?\",\n", + "\"_answer\": \"If you have obtained your master's degree by the time you file your permanent residency application, you should be able to get EB-2.\"} \n", "\n", "\n", "\n", @@ -2195,16 +2044,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can company B refile an I-140 using the labor certificate from company A?\",\n", - "\"_answer\": \"It is possible to start a new PERM under EB2 and transfer the priority date from company A.\"}\n", + "{\"_question\": \"Can company B use company A's labor certificate and refile the I-140 again?\",\n", + "\"_answer\": \"In my opinion, this is a great chance to initiate a new PERM under EB2 and transfer the priority date. Consult with your attorneys.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it possible to use the labor certificate from company A to refile the I-140 with company B?\",\n", - "\"_answer\": \"Yes, it is possible to initiate a new PERM under EB2 and transfer the priority date from company A.\"}\n", + "{\"_question\": \"Is it possible for company B to use company A's labor certificate and resubmit the I-140?\",\n", + "\"_answer\": \"From my perspective, this is a great opportunity to initiate a fresh PERM under EB2 and transfer the priority date. Speak with your legal advisors.\"}\n", "\n", "######\n", - "{\"_question\": \"Can company B use the labor certificate from company A to refile the I-140?\",\n", - "\"_answer\": \"Yes, it is a viable option to start a new PERM under EB2 and transfer the priority date from company A.\"} \n", + "{\"_question\": \"Can company B utilize company A's labor certificate and file the I-140 again?\",\n", + "\"_answer\": \"In my view, this is a great opportunity to start a new PERM under EB2 and transfer the priority date. Consult with your lawyers.\"} \n", "\n", "\n", "\n", @@ -2213,16 +2062,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"I have a 10+3.5 years diploma and 3 years bs. I studied computer engineering for 3.5 years and information systems (bits) for 3 years. My labor is in process under the eb2 catageory. I am concerned that my i-140 will be denied due to my education. Mr. Khanna, do you have any approval cases with a diploma and bs?\",\n", - "\"_answer\": \"I understand your apprehension. These types of cases are hard to get approved. I cannot comment on your specific case since I do not have all the details. Speak to your lawyer about your worries and see if you can get a written response.\"}\n", - "\n", - "######\n", - "{\"_question\": \"I have a 10+3.5 years diploma and 3 years bs. I did 3.5 years in computer engineering and 3 years in information systems (bits). My labor is in process under the eb2 catageory. I am worried that my i-140 will be denied because of my education. Mr. Khanna, do you have any approval cases with a diploma and bs?\",\n", - "\"_answer\": \"I can understand your fear. These kinds of cases are difficult to get approved. I cannot comment on your particular situation since I do not have all the facts. Talk to your lawyer about your worries and if possible, get a written answer.\"}\n", + "{\"_question\": \"I have a 10+3.5 years diploma and 3 years of a bs. I studied computer engineering for 3.5 years and information systems (bits) for 3 years. My labor is in process under the eb2 category. I'm worried that my i-140 will be denied due to my education. Mr. Khanna, do you have any cases that have been approved with a diploma and a bs?\",\n", + "\"_answer\": \"I believe your concern is valid. These types of cases are hard to get approved. I'm not able to give you a definite answer since I'm not aware of the specifics. Speak to your lawyers about your worries and if possible, get a written response.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a 10+3.5 years diploma and 3 years bs. I studied computer engineering for 3.5 years and information systems (bits) for 3 years. My labor is in process under the eb2 catageory. I am afraid that my i-140 will be denied due to my education. Mr. Khanna, do you have any approval cases with a diploma and bs?\",\n", - "\"_answer\": \"I sympathize with your worry. These types of cases are hard to get approved. I cannot comment on your specific case since I do not have all the details. Consult your lawyer about your concerns and see if you can get a written response.\"} \n", + "{\"_question\": \"I have a 10+3.5 years diploma and 3 years of a bs. I studied computer engineering for 3.5 years and information systems (bits) for 3 years. My labor is in process under the eb2 category. I'm anxious that my i-140 will be rejected due to my education. Mr. Khanna, do you have any cases that have been approved with a diploma and a bs?\",\n", + "\"_answer\": \"I think your fear is justified. These types of cases are hard to get approved. I'm not able to give you a definite answer since I'm not aware of the details. Converse with your lawyers about your worries and if possible, get a written reply.\"} \n", "\n", "\n", "\n", @@ -2231,16 +2076,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What are the odds of my EB1 extraordinary ability application being approved on the second filing?\",\n", - "\"_answer\": \"It is impossible to determine without knowing the specifics of your case.\"}\n", + "{\"_question\": \"What are the odds of my EB1 extraordinary ability petition being approved on the second filing?\",\n", + "\"_answer\": \"It is impossible to tell without knowing the specifics of your case.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the likelihood of my EB1 extraordinary ability application being accepted on the second attempt?\",\n", - "\"_answer\": \"It is not possible to give an accurate prediction without having access to the details of your case.\"}\n", + "{\"_question\": \"What is the likelihood of my EB1 extraordinary ability petition being accepted if I refiled it?\",\n", + "\"_answer\": \"It is not possible to determine without more information about your case.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the probability of my EB1 extraordinary ability application being approved on the second submission?\",\n", - "\"_answer\": \"It is impossible to provide an accurate assessment without having the full information of your case.\"} \n", + "{\"_question\": \"What are the chances of my EB1 extraordinary ability petition being granted if I resubmitted it?\",\n", + "\"_answer\": \"It is impossible to say without more details about your situation.\"} \n", "\n", "\n", "\n", @@ -2249,16 +2094,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for an EB2 visa? I have a BSN, completed a medical degree equivalent to a master's degree, and have been a faculty member/administrator at a top nursing school in Manila for five years. I am also a PhD student in biology at a top university in Manila. Is EB2 a family-based petition? My parents live in New Jersey.\", \n", - "\"_answer\": \"EB2 is available for individuals who have postgraduate degrees (by US standards) or a four-year bachelor's degree with five years of progressively responsible experience. You should consult with your lawyer about applying for an EB2 and transferring your priority date.\"}\n", + "{\"_question\": \"Can I apply for an EB2 visa given my qualifications? I have a Bachelor's degree, a Master's equivalent in academia, and 5 years of experience in a top nursing school. I am also a PhD student in a top university. Is EB2 a family-based petition? My parents live in New Jersey.\",\n", + "\"_answer\": \"EB stands for Employment-Based. EB-2 is available for people with postgraduate degrees (by US standards) or a 4-year Bachelor's degree with five years of progressively responsible experience. You should consult with your lawyers about applying for an EB-2 and transferring your priority date.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I apply for an EB2 visa? I have a Bachelor of Science in Nursing, completed a medical degree equivalent to a Master's degree, and have been a faculty member/administrator at a top nursing school in Manila for five years. I am also a PhD student in biology at a top university in Manila. Is EB2 a family-based petition? My parents live in New Jersey.\", \n", - "\"_answer\": \"EB2 is open to those who possess postgraduate degrees (by US standards) or a four-year bachelor's degree with five years of progressively responsible experience. You should speak to your attorney about applying for an EB2 and transferring your priority date.\"}\n", + "{\"_question\": \"Am I eligible for an EB2 visa given my qualifications? I have a Bachelor's degree, a Master's equivalent in academia, and 5 years of experience in a top nursing school. I am also a PhD student in a top university. Is EB2 a family-based petition? My parents live in New Jersey.\",\n", + "\"_answer\": \"EB stands for Employment-Based. EB-2 is available for individuals with postgraduate degrees (by US standards) or a 4-year Bachelor's degree with five years of progressively responsible experience. You should speak with your lawyers about applying for an EB-2 and transferring your priority date.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I qualified for an EB2 visa? I have a BSN, completed a medical degree equivalent to a master's degree, and have been a faculty member/administrator at a top nursing school in Manila for five years. I am also a PhD student in biology at a top university in Manila. Is EB2 a family-based petition? My parents live in New Jersey.\", \n", - "\"_answer\": \"EB2 is available for people with post graduate degrees (by US standards) or a 4 years bach. degree with five years of progressively responsible experience. You should consult with your lawyer about applying for an EB2 and transferring your priority date.\"} \n", + "{\"_question\": \"Do I qualify for an EB2 visa given my qualifications? I have a Bachelor's degree, a Master's equivalent in academia, and 5 years of experience in a top nursing school. I am also a PhD student in a top university. Is EB2 a family-based petition? My parents live in New Jersey.\",\n", + "\"_answer\": \"EB stands for Employment-Based. EB-2 is available for people with postgraduate degrees (by US standards) or a 4-year Bachelor's degree with five years of progressively responsible experience. You need to consult with your lawyers about applying for an EB-2 and transferring your priority date.\"} \n", "\n", "\n", "\n", @@ -2267,16 +2112,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the legal focus when it comes to immigration law regarding a degree?\",\n", - "\"_answer\": \"The focus is on when the degree was finished, not when the diploma was given.\"}\n", + "{\"_question\": \"Do I need to wait for my diploma to apply for EB2?\",\n", + "\"_answer\": \"Generally, immigration law looks at when the degree was finished, not when the diploma was given. Consult your attorneys.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I need to wait until I get the diploma to apply for EB2?\",\n", - "\"_answer\": \"No, the law focuses on when the degree was completed, not when the diploma was conferred.\"}\n", + "{\"_question\": \"Can I use my official transcript to apply for EB2 or do I have to wait for my diploma?\",\n", + "\"_answer\": \"Generally, immigration regulations consider when the degree was completed, not when the diploma was presented. Speak to your lawyers.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I use my official transcript to apply for EB2?\",\n", - "\"_answer\": \"Yes, as long as you have completed all the requirements of the master degree, you can use the transcript to apply for EB2.\"} \n", + "{\"_question\": \"Do I need to wait for my diploma to apply for EB2 or can I use my official transcript?\",\n", + "\"_answer\": \"Generally, immigration law focuses on when the degree was finished, not when the diploma was conferred. Consult your attorneys.\"} \n", "\n", "\n", "\n", @@ -2285,16 +2130,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the risk of being denied due to educational qualifications when filing for EB-2?\", \n", - "\"_answer\": \"Your educational background is usually examined closely when submitting an I-140. However, USCIS has the right to question any of these matters at any stage, and I have seen approved I-140s being reopened and denied at the I-485 stage.\"}\n", + "{\"_question\": \"What is the risk of having my educational qualifications denied when filing under EB-2?\",\n", + "\"_answer\": \"Your educational background may be scrutinized closely during the I-140 stage, but USCIS may raise questions about it at any point. I have seen approved I-140s reopened and denied at the I-485 stage.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the likelihood of being refused due to educational qualifications when applying for EB-2?\", \n", - "\"_answer\": \"Your educational credentials are usually scrutinized thoroughly when submitting an I-140. Nevertheless, USCIS has the authority to query any of these matters at any stage, and I have seen approved I-140s being reopened and denied at the I-485 stage.\"}\n", + "{\"_question\": \"What is the likelihood of my educational qualifications being rejected when I apply for EB-2?\",\n", + "\"_answer\": \"Your educational background may be carefully examined during the I-140 phase, but USCIS can raise issues about it at any time. I have observed I-140s that were approved and then denied at the I-485 stage.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the chance of being rejected due to educational qualifications when filing for EB-2?\", \n", - "\"_answer\": \"Your educational qualifications are usually examined in depth when submitting an I-140. However, USCIS can question any of these matters at any stage, and I have seen approved I-140s being reopened and denied at the I-485 stage.\"} \n", + "{\"_question\": \"What is the risk of my educational credentials being denied when I file for EB-2?\",\n", + "\"_answer\": \"Your educational background may be thoroughly evaluated during the I-140 stage, but USCIS may bring up concerns about it at any point. I have seen I-140s that were approved and then denied at the I-485 stage.\"} \n", "\n", "\n", "\n", @@ -2303,16 +2148,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB2? I have a Bachelor of Science in Physics from India (3 years) and a Master of Computer Science (3 years). Can I apply for a green card through an IT-based company?\",\n", - "\"_answer\": \"It is possible, but make sure your lawyers prepare the PERM application carefully so that if EB2 is denied, EB3 will still be accepted.\"}\n", + "{\"_question\": \"Do I qualify for EB2? I have a B.Sc in Physics from India and a MCA in IT from India. Can I apply for a green card through an IT-based company?\",\n", + "\"_answer\": \"It is possible, however, your lawyers should be sure to draft the PERM application carefully so that if EB2 is denied, EB3 should still be approved.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for EB2? I have a Bachelor's degree in Science (Physics) from India (3 years) and a Master's in Computer Science (3 years). Is it possible to apply for a green card through an IT-based company?\",\n", - "\"_answer\": \"It is a possibility, but ensure your attorneys craft the PERM application carefully so that if EB2 is denied, EB3 will still be approved.\"}\n", + "{\"_question\": \"Am I eligible for EB2? I have a Bachelor's in Science from India with a focus in Physics, and a Master's in Computer Science from India. Can I apply for a green card through an IT-based company?\",\n", + "\"_answer\": \"It is possible, however, your legal team should be sure to craft the PERM application carefully so that if EB2 is denied, EB3 should still be accepted.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I get an EB2? I have a B.Sc. in Physics from India (3 years) and an MCA in IT (3 years). Is it feasible to file for a green card through an IT-based company?\",\n", - "\"_answer\": \"It is doable, but make sure your lawyers create the PERM application cautiously so that if EB2 is refused, EB3 will still be accepted.\"} \n", + "{\"_question\": \"Do I meet the requirements for EB2? I have a B.Sc in Physics from India and a MCA in IT from India. Can I file for a green card through an IT-based company?\",\n", + "\"_answer\": \"It is possible, however, your lawyers should be sure to compose the PERM application carefully so that if EB2 is rejected, EB3 should still be approved.\"} \n", "\n", "\n", "\n", @@ -2321,16 +2166,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I apply for an EB2 green card if I have a B.Sc in Physics from India and an MCA in IT from India?\",\n", - "\"_answer\": \"It is possible, but make sure your attorneys prepare the PERM application carefully so that if EB2 is denied, EB3 is still approved.\"}\n", + "{\"_question\": \"Do I qualify for EB2? I have a B.Sc in Physics from India and a Masters in Computer Science from India. Can I apply for a green card in the IT field under EB2?\",\n", + "\"_answer\": \"Yes, it is possible, but make sure your lawyers prepare the PERM application carefully so that if EB2 is denied, EB3 will still be approved.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for an EB2 green card if I have a B.Sc in Physics from India and an MCA in IT from India?\",\n", - "\"_answer\": \"It is a possibility, but your lawyers should craft the PERM application cautiously so that if EB2 is rejected, EB3 is still accepted.\"}\n", + "{\"_question\": \"Am I eligible for EB2? I have a Bachelor of Science in Physics from India and a Masters in Computer Science from India. Can I apply for a green card in the IT sector under EB2?\",\n", + "\"_answer\": \"Yes, it is possible, but ensure your lawyers craft the PERM application carefully so that if EB2 is denied, EB3 can still be approved.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for an EB2 green card if I have a B.Sc in Physics from India and an MCA in IT from India?\",\n", - "\"_answer\": \"It is feasible, but have your attorneys construct the PERM application prudently so that if EB2 is declined, EB3 is still approved.\"} \n", + "{\"_question\": \"Do I meet the requirements for EB2? I have a B.Sc in Physics from India and a Masters in Computer Science from India. Can I apply for a green card in the IT industry under EB2?\",\n", + "\"_answer\": \"Yes, it is feasible, but make sure your lawyers design the PERM application carefully so that if EB2 is rejected, EB3 will still be accepted.\"} \n", "\n", "\n", "\n", @@ -2339,16 +2184,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Does my wife qualify for EB2 processing with her post-professional degree in occupational therapy?\",\n", - "\"_answer\": \"OTs do not have a special category like physical therapists, but EB-2 may be possible. It is best to consult with her lawyers.\"}\n", + "{\"_question\": \"Does my wife qualify for EB2 processing with her post professional degree in occupational therapy?\",\n", + "\"_answer\": \"OTs do not have a special category like physical therapists, but it is possible to file for EB2. Consult with her lawyers for more information.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the likelihood of my wife's post-professional degree in occupational therapy qualifying for EB2 processing?\",\n", - "\"_answer\": \"OTs do not have a special category like physical therapists, but EB-2 may still be a possibility. It is best to speak with her lawyers for more information.\"}\n", + "{\"_question\": \"What is the process for my wife to get EB2 with her OT degree?\",\n", + "\"_answer\": \"OTs do not have a special category like physical therapists, but EB2 may be an option. She should speak to her lawyers to find out more.\"}\n", "\n", "######\n", - "{\"_question\": \"Does my wife's post-professional degree in occupational therapy provide any special consideration for EB2 processing?\",\n", - "\"_answer\": \"No, OTs do not have a special category like physical therapists. However, EB-2 may still be an option. It is best to consult with her lawyers for more information.\"} \n", + "{\"_question\": \"Can my wife use her OT degree to get EB2?\",\n", + "\"_answer\": \"OTs do not have a special category like physical therapists, but it is possible to apply for EB2. She should consult with her lawyers for more information.\"} \n", "\n", "\n", "\n", @@ -2357,16 +2202,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for an EB2 green card with 3 years of IT experience and a master's degree?\",\n", - "\"_answer\": \"Yes, you can apply for an EB2 green card if you have 3 years of IT experience and a master's degree.\"}\n", + "{\"_question\": \"Do I qualify for an EB-2 green card with 3 years of IT experience and a master's degree?\",\n", + "\"_answer\": \"Yes, you can apply for an EB-2 green card once you have completed your master's degree and have a job that requires such a degree or a bachelor's degree plus five years of experience.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I apply for an EB2 green card if I have 3 years of IT experience and a master's degree?\",\n", - "\"_answer\": \"Yes, you meet the requirements to submit an EB2 green card application with 3 years of IT experience and a master's degree.\"}\n", + "{\"_question\": \"Can I apply for an EB-2 green card with 3 years of IT experience and a master's degree?\",\n", + "\"_answer\": \"Yes, you are eligible to apply for an EB-2 green card once you have finished your master's degree and have a job that requires such a degree or a bachelor's degree plus five years of experience.\"}\n", "\n", "######\n", - "{\"_question\": \"Will I be eligible for an EB2 green card if I have 3 years of IT experience and a master's degree?\",\n", - "\"_answer\": \"Yes, you are qualified to apply for an EB2 green card with 3 years of IT experience and a master's degree.\"} \n", + "{\"_question\": \"If I have 3 years of IT experience and a master's degree, can I get an EB-2 green card?\",\n", + "\"_answer\": \"Yes, you can submit an application for an EB-2 green card once you have earned your master's degree and have a job that requires such a degree or a bachelor's degree plus five years of experience.\"} \n", "\n", "\n", "\n" @@ -2374,15 +2219,14 @@ } ], "source": [ - "client = OpenAI()\n", "for id, batch_inputs_string in enumerate(qaa_list_encoded):\n", " print(id, \"\\n\") # \"\\n\\n\\n\", \"input:\\n\", batch_inputs_string, \"\\n\"\n", - " completion_batch = client.completions.create(\n", - " prompt=batch_inputs_string,\n", + " completion_batch = openai.Completion.create(\n", + " prompt=batch_inputs_string, \n", " model=\"text-davinci-003\",\n", " temperature = 0.2,\n", " max_tokens = 1000 # The maximum number of tokens to generate in the completion\n", - " ).model_dump()\n", + " )\n", " results_string = completion_batch['choices'][0]['text']\n", " print(results_string, \"\\n\\n\\n\")\n", " qaa_augmented_raw.append(results_string)" @@ -2398,7 +2242,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 124, "id": "6085d004-14b5-48b2-b343-4b0f17112137", "metadata": {}, "outputs": [ @@ -2411,16 +2255,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I begin the green card process if my H-1B is picked in the lottery and I have a master's degree in engineering management?\",\n", - "\"_answer\": \"Yes, your employer can initiate the green card process even before you start working. You can check the salary requirements for EB-2 advanced degree holders by county and profession by visiting this website - https://www.flcdatacenter.com/\"}\n", + "{\"_question\": \"Do I need to wait before beginning the green card process if my employer files an H-1B and the lottery is picked?\",\n", + "\"_answer\": \"No, the employer can initiate the green card process prior to your joining. You can review the salary figures by county and profession at this link -https://www.flcdatacenter.com/\"}\n", "\n", "######\n", - "{\"_question\": \"If I have a master's degree in engineering management and my employer files my H-1B, can I start the green card process if it is selected in the lottery?\",\n", - "\"_answer\": \"Yes, the green card process can be initiated by the employer before you join. You can view the salary cap for EB-2 advanced degree holders by county and profession by using this link - https://www.flcdatacenter.com/\"}\n", + "{\"_question\": \"Can I start the green card process if my employer has filed an H-1B and it has been selected in the lottery?\",\n", + "\"_answer\": \"Yes, the employer can begin the green card process even before you join. Check out this link -https://www.flcdatacenter.com/ to view the salary figures by county and profession.\"}\n", "\n", "######\n", - "{\"_question\": \"If I have a master's degree in engineering management and my employer submits my H-1B, can I initiate the green card process if it is chosen in the lottery?\",\n", - "\"_answer\": \"Yes, the employer can begin the green card process even before you join. You can see the salary figures for EB-2 advanced degree holders by county and profession by consulting this website - https://www.flcdatacenter.com/\"} \n", + "{\"_question\": \"If my employer files an H-1B and it is selected in the lottery, when can I start the green card process?\",\n", + "\"_answer\": \"The employer can initiate the green card process prior to your joining. You can examine the salary figures by county and profession at this link -https://www.flcdatacenter.com/\"} \n", "\n", "\n", "\n", @@ -2429,16 +2273,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the eligibility and process for upgrading from EB-3 to EB-2 status for an I-485 application?\",\n", - "\"_answer\": \"It is possible to upgrade from EB-3 to EB-2 status if the PERM was filed as an EB-2. Downgrading to EB-3 is also possible if the PERM was initially filed as an EB-2. For more information, please refer to the detailed FAQ.\"}\n", + "{\"_question\": \"What is the process for upgrading from EB-3 to EB-2 for a pending I-485 application?\",\n", + "\"_answer\": \"It is possible to upgrade from EB-3 to EB-2 as long as the PERM was initially filed as an EB-2. If the PERM was originally filed as an EB-3, it is not possible to upgrade. If the PERM was filed as an EB-2, you can downgrade the I-140 to EB-3 and then upgrade to EB-2 if you have an EB-2 approval. You can then file a second case as EB-3 with the same PERM. For more information, please refer to the FAQs.\"}\n", "\n", "######\n", - "{\"_question\": \"Can you explain the process for changing from EB-3 to EB-2 for pending I-485s?\",\n", - "\"_answer\": \"If the PERM was originally filed as an EB-2, it is possible to upgrade or downgrade the I-140. If the PERM was filed as an EB-3, then upgrading to EB-2 is not an option. Further details can be found in the FAQs.\"}\n", + "{\"_question\": \"What is involved in the EB-3 to EB-2 porting process for someone with a pending I-485?\",\n", + "\"_answer\": \"If the PERM was submitted as an EB-2, you can downgrade the I-140 to EB-3 and then upgrade to EB-2 if you have an EB-2 approval. It is also possible to file a second case as EB-3 with the same PERM. However, if the PERM was initially filed as an EB-3, you will not be able to upgrade to EB-2. For more details, please refer to the FAQs.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the procedure for switching from EB-3 to EB-2 for an I-485 that is in progress?\",\n", - "\"_answer\": \"It is possible to move up or down from EB-2 to EB-3, provided the PERM was filed as an EB-2. If the PERM was filed as an EB-3, then upgrading to EB-2 is not possible. Additional information can be found in the FAQs.\"} \n", + "{\"_question\": \"Can you explain the upgrade process from EB-3 to EB-2 for a pending I-485?\",\n", + "\"_answer\": \"It is possible to move up to EB-2 from EB-3 as long as the PERM was initially filed as an EB-2. If the PERM was originally filed as an EB-3, it is not possible to upgrade. If the PERM was filed as an EB-2, you can downgrade the I-140 to EB-3 and then upgrade to EB-2 if you have an EB-2 approval. You can then file a second case as EB-3 with the same PERM. For further information, please refer to the FAQs.\"} \n", "\n", "\n", "\n", @@ -2447,30 +2291,31 @@ "\n", "\n", "######\n", - "{\"_question\": \"What are my chances of receiving an L1A visa? I was in the US on an H1B visa for 11 years until August 2019, when I transferred to Canada as a software development manager, managing 5 direct reports and 4 second level reports with the same company in both the US and Canada. I was recently promoted to director of software development projects support and maintenance, before completing one year as manager. My I-140 has been approved and my priority date is July 2012. Do I need to be in the US to apply for an EB-1C green card, and can I get an L1A and move to the US if my EB-1C I-140 is approved? Is now the right time to apply for an EB-1C in the next couple of months, or should I wait for the visa ban to end?\",\n", - "\"_answer\": \"Please discuss your desired job role outside of the US with your lawyer. It is important to plan ahead for this, as trying to plan a year down the line is unlikely to be successful.\"}\n", + "{\"_question\": \"What are the chances of me being approved for an L1A visa? I had an H1B for 11 years until August 2019, when I transferred to Canada as a Software Development Manager, managing five direct reports and four second-level reports with the same company in both countries. I have since been promoted to Director of Software Development Projects Support and Maintenance, and I have an approved I-140 with a priority date of July 2012. Should I apply for an EB-1C/International Managers or Executives now, or should I wait until the visa ban is over?\",\n", + "\"_answer\": \"It is important to discuss your job description and plans for working outside the US with a lawyer from the outset. If you wait until a year down the line, the chances of success will be much lower.\"}\n", "\n", "######\n", - "{\"_question\": \"What are my prospects of obtaining an L1A visa? I was in the US on an H1B visa for 11 years until August 2019, when I transferred to Canada as a software development manager, managing 5 direct reports and 4 second level reports with the same company in both the US and Canada. I was recently promoted to director of software development projects support and maintenance, before completing one year as manager. My I-140 has been approved and my priority date is July 2012. Do I need to be in the US to file for an EB-1C green card, and can I get an L1A and move to the US if my EB-1C I-140 is accepted? Is now the appropriate time to apply for an EB-1C in the next couple of months, or should I wait for the visa ban to end?\",\n", - "\"_answer\": \"Discuss the intended job role outside of the US with your lawyer. Planning ahead is essential, as attempting to plan a year down the line is unlikely to be successful.\"}\n", + "{\"_question\": \"What are my chances of getting an L1A visa? I was in the US on an H1B for 11 years until August 2019, when I transferred to Canada as a Software Development Manager. I am managing five direct reports and four second-level reports with the same company in both countries, and I have been promoted to Director of Software Development Projects Support and Maintenance. My I-140 has been approved and my priority date is July 2012. Should I submit an EB-1C/International Managers or Executives application now, or should I wait until the visa ban is over?\",\n", + "\"_answer\": \"It is advisable to discuss your job description and plans for working outside the US with a lawyer from the beginning. Waiting until a year down the line will significantly decrease your chances of success.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the chances of me getting an L1A visa? I was in the US on an H1B visa for 11 years until August 2019, when I transferred to Canada as a software development manager, managing 5 direct reports and 4 second level reports with the same company in both the US and Canada. I was recently promoted to director of software development projects support and maintenance, before completing one year as manager. My I-140 has been approved and my priority date is July 2012. Do I need to be in the US to apply for an EB-1C green card, and can I get an L1A and move to the US if my EB-1C I-140 is approved? Is now the right time to apply for an EB-1C in the next couple of months, or should I wait for the visa ban to end?\",\n", - "\"_answer\": \"Consult with your lawyer regarding the job role you intend to have outside of the US. It is important to plan ahead for this, as attempting to plan a year down the line is unlikely to be successful.\"} \n", + "{\"_question\": \"What is the likelihood of me being granted an L1A visa? I had an H1B visa for 11 years until August 2019, when I transferred to Canada as a Software Development Manager. I am managing five direct reports and four second-level reports with the same company in both countries, and I have been recently promoted to Director of Software Development Projects Support and Maintenance. My I-140 has been approved and my priority date is July 2012. Should I apply for an EB-1C/International Managers or Executives now, or should I wait until the visa ban is over?\",\n", + "\"_answer\": \"It is important to consult with a lawyer concerning your job description and plans for working outside the US from the start. If you wait until a year down the line, your chances of approval will be much lower.\"} \n", "\n", "\n", "\n", "3 \n", "\n", "\n", - "\n", "######\n", - "{\"_question\": \"Would it be a good idea to switch from EB-2 to EB-3 for my wife and I? We have been on EADs since 2012 and have had our cards renewed every two years. The EB-3 category is now ahead of EB-2, so would it make sense for my wife to downgrade and apply for an I-140 under EB-3?\",\n", - "\"_answer\": \"I think it would be a good idea to apply for EB-3 and then use whichever one is faster when the time comes.\"}\n", - "\n", + "{\"_question\": \"Is it a good idea to downgrade from eb-2 to eb-3?\",\n", + "\"_answer\": \"It could be a wise decision to apply for eb-3 and then use whichever option is quicker when the time comes.\"}\n", "######\n", - "{\"_question\": \"My wife and I have been on EADs since 2012 and have been renewing our cards every two years. The EB-3 category is now ahead of EB-2. Would it be a good move for my wife to switch to EB-3 and apply for an I-140 under that category?\",\n", - "\"_answer\": \"It would be a good idea to submit an application for EB-3 and then decide which one is faster when the time comes.\"} \n", + "{\"_question\": \"Should my wife and I switch from eb-2 to eb-3?\",\n", + "\"_answer\": \"It could be beneficial to submit an application for eb-3 and then use whichever one is faster when the time arrives.\"}\n", + "######\n", + "{\"_question\": \"What would be the best course of action for my wife and I to take regarding eb-2 and eb-3?\",\n", + "\"_answer\": \"It may be advantageous to apply for eb-3 and then select whichever one is faster when the time comes.\"} \n", "\n", "\n", "\n", @@ -2479,12 +2324,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"What measures can I take to receive a three year H-1B approval instead of a shorter duration? I received my H-1B approval for one year and it expires on October 27th, 2019. I am employed through a consultancy. Is there anything I can do to help secure a three year extension after October 27th, 2019?\", \n", - "\"_answer\": \"The only way to get a three year extension is to demonstrate that the project will continue for that amount of time.\"}\n", + "{\"_question\": \"What are the requirements for getting an H-1B visa for three years, not a shorter duration? I got my H1B approved for one year, expiring on October 27th, 2019. I work through a consultancy. What steps can I take to ensure I get the H1B approved for three years when I apply for an extension after October 27th, 2019? Are there any particular documents I need? If I go for stamping, do I need to be careful with social media at the port of entry? Are there any tips or recommendations you can give with reference to social media during port of entry? My EB2 priority date is February 4th, 2015 and I'm planning to marry a girl who is a Nepal citizen and she's on OPT right now. Can I move my priority date to EB2 Nepal category after marriage? If yes, what would be my next steps and how soon can I file for I-485 interview?\", \n", + "\"_answer\": \"Typically the only way you can get three year extension is if you can prove that the project will go on for three years.\"}\n", "\n", "######\n", - "{\"_question\": \"What can I do to ensure that my H-1B extension is approved for three years, not just one? My current H-1B was approved for a single year and will expire on October 27th, 2019. I am employed by a consultancy. Are there any steps I can take to help ensure that I receive a three year extension after October 27th, 2019?\",\n", - "\"_answer\": \"The only way to guarantee a three year extension is to prove that the project will last for that duration.\"} \n", + "{\"_question\": \"What do I need to do to be approved for an H-1B visa for three years, not a shorter duration? I have an H1B that was approved for one year, expiring on October 27th, 2019. I am employed through a consultancy. What can I do to ensure I get the H1B approved for three years when I apply for an extension after October 27th, 2019? Are there any documents I should prepare? If I go for stamping, should I be careful with my social media at the port of entry? Are there any tips or recommendations you can give me regarding social media during port of entry? My EB2 priority date is February 4th, 2015 and I'm planning to marry a girl who is a Nepal citizen and she's on OPT right now. Can I move my priority date to EB2 Nepal category after marriage? If yes, what would be my next steps and how quickly can I file for I-485 interview?\",\n", + "\"_answer\": \"Generally the only way you can get three year extension is if you can demonstrate that the project will go on for three years.\"} \n", "\n", "\n", "\n", @@ -2493,16 +2338,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What are my options for remaining in the United States after my H-1B and I-94 expire in mid-August 2019?\",\n", - "\"_answer\": \"I don't think you would be able to obtain a tourist visa or tourist status, but you can apply for it.\"}\n", + "{\"_question\": \"what other choices do i have if i am unable to find a job before my h1-b and i-94 expire in mid-august 2019?\", \n", + "\"_answer\": \"You can look into applying for a tourist visa or tourist status, although I don't think you will get it.\"}\n", "\n", "######\n", - "{\"_question\": \"What can I do to legally stay in the USA after my H-1B and I-94 end in mid-August 2019?\",\n", - "\"_answer\": \"You may not be able to get a tourist visa or tourist status, however, you can try to apply for one.\"}\n", + "{\"_question\": \"what are my options if I don't secure a job before my h1-b and i-94 end in the middle of August 2019?\", \n", + "\"_answer\": \"You may be able to apply for a tourist visa or tourist status, although there is no guarantee you will receive it.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the possibilities for me to remain in the USA following the expiration of my H-1B and I-94 in mid-August 2019?\",\n", - "\"_answer\": \"It is unlikely that you will be able to acquire a tourist visa or tourist status, but you can attempt to apply for it.\"} \n", + "{\"_question\": \"what are the possibilities if I don't get a job before my h1-b and i-94 terminate in mid-August 2019?\", \n", + "\"_answer\": \"You could try applying for a tourist visa or tourist status, though it is unlikely that you will be successful.\"} \n", "\n", "\n", "\n", @@ -2511,16 +2356,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can my employer submit a concurrent application for me in EB-3 without impacting my existing EB-2 filing?\",\n", - "\"_answer\": \"Your EB-2 will not be affected. You can file an EB-3/I-140 and if your dates are current, you may be able to file an I-485 as well.\"}\n", + "{\"_question\": \"Is it possible to downgrade my case from EB-2 to EB-3 in order to take advantage of an earlier priority date, while still keeping my existing EB-2 filing intact? If so, what is the process for doing so? Do I need to complete the labor and I-140 again?\",\n", + "\"_answer\": \"Your EB-2 will remain unaffected. You can file an EB-3/I-140 and, if your dates are current, you may be able to file an I-485 as well.\"}\n", "\n", "######\n", - "{\"_question\": \"Would it be possible for my employer to submit a concurrent application in EB-3, without affecting my current EB-2 filing?\",\n", - "\"_answer\": \"Your EB-2 would remain unaffected. You can file an EB-3/I-140 and if your dates are current, you may be able to file an I-485 too.\"}\n", + "{\"_question\": \"Can I switch my EB-2 case to an EB-3, taking advantage of an earlier priority date, without having to abandon my existing EB-2 filing? What is the process for doing this? Do I need to redo my labor and I-140?\",\n", + "\"_answer\": \"Your EB-2 will remain unaffected. You may submit an EB-3/I-140 and, if your dates are current, you could also file an I-485.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it feasible to have my employer submit a concurrent application in EB-3 without affecting my current EB-2 filing?\",\n", - "\"_answer\": \"Your EB-2 will stay the same. You can submit an EB-3/I-140 and if your dates are current, you may be able to file an I-485 as well.\"} \n", + "{\"_question\": \"Is it feasible to downgrade from EB-2 to EB-3 to gain priority date advantage without compromising my existing EB-2 filing? How do I go about doing this? Is it necessary to redo the labor and I-140?\",\n", + "\"_answer\": \"Your EB-2 will stay intact. You can file an EB-3/I-140 and, if your dates are current, you can also submit an I-485.\"} \n", "\n", "\n", "\n", @@ -2529,31 +2374,30 @@ "\n", "\n", "######\n", - "{\"_question\": \"I already have an EB-2 approval and I switched to EB-3 in 2011. The EB-3 dates are now advancing and if they reach my priority date, can I still apply for EB-3 or do I have to downgrade to EB-3? Will there be any issues that arise?\",\n", - "\"_answer\": \"This is mainly a question of protocol and rules. The USCIS has been indicating that if you have one I-140 approval under EB-2, but you want to apply for EB-3, you must file a new I-140 using the same labor certification - PERM application and get an EB-3 approval first.\"}\n", + "{\"_question\": \"Will I still be eligible for EB-3 if the priority date reaches my date of application, even though I originally applied for EB-2?\",\n", + "\"_answer\": \"This is largely a matter of policy and procedure. USCIS has suggested that if you have an I-140 approved under EB-2 but wish to file under EB-3, you must submit another I-140 with a copy of the same labor certification and get an EB-3 approval first.\"}\n", "\n", "######\n", - "{\"_question\": \"I have an EB-2 approval and I changed to EB-3 back in 2011. The EB-3 dates are now progressing and if they reach my priority date, am I allowed to still apply for EB-3 or do I have to lower it to EB-3? Would there be any queries raised?\",\n", - "\"_answer\": \"This is mostly a question regarding process and policy. The USCIS has been indicating that if you have a single I-140 approved under EB-2 but you desire to submit under EB-3, you have to file another I-140 using the same labor certification - PERM application and get an EB-3 approval first.\"}\n", + "{\"_question\": \"If the EB-3 priority date reaches my date of application, am I still able to use the EB-3 category even though I initially applied for EB-2?\",\n", + "\"_answer\": \"This is mostly a matter of rules and regulations. The USCIS has indicated that if you have one I-140 approved for EB-2 but desire to use EB-3, you must submit a new I-140 with a duplicate of the same labor certification and get an EB-3 approval first.\"}\n", "\n", "######\n", - "{\"_question\": \"I have an EB-2 approval and I switched to EB-3 in 2011. The EB-3 dates are now moving forward and if it reaches my priority date, am I still allowed to apply for EB-3 or do I need to lower it to EB-3? Would there be any questions asked?\",\n", - "\"_answer\": \"This is mostly a question of procedure and policy. The USCIS has been indicating that if you have a single I-140 approved under EB-2 but you want to file under EB-3, you must file another I-140 using the same labor certification - PERM application and get an EB-3 approval first.\"} \n", + "{\"_question\": \"If the EB-3 priority date reaches the date I applied, can I still use EB-3 even though I initially applied for EB-2?\",\n", + "\"_answer\": \"This is mostly a question of procedure and policy. The USCIS has stated that if you have an I-140 approved under EB-2 but want to use EB-3, you have to submit another I-140 with a copy of the same labor certification and receive an EB-3 approval first.\"} \n", "\n", "\n", "\n", "8 \n", "\n", "\n", + "\n", "######\n", - "{\"_question\": \"Will my case be marked as fraud if I have not worked for the green card sponsoring company after receiving my green card and have been working in a job with the same job description that my green card was filed for instead?\",\n", - "\"_answer\": \"This is a difficult situation. It could be argued that this is acceptable as you took the job after receiving the green card and are only working for the company's operations outside the US temporarily. It may be a bit of a risk, but that is what I would suggest. You should definitely seek legal advice.\"}\n", - "######\n", - "{\"_question\": \"What are the chances of my green card being revoked and me being deported if I have not continued to work for the company that sponsored my green card after receiving it?\",\n", - "\"_answer\": \"This is a difficult situation. I would suggest that there is a chance that this is acceptable as you got the green card and took the job and are now only temporarily working for the company's operations outside the US. It may be a bit of a gamble, but that is what I would suggest. You should strongly consider consulting a lawyer.\"}\n", + "{\"_question\": \"What are the implications for my naturalization/citizenship if I have not worked for the green card sponsoring company? To summarize, I worked for the same company from 2004 to 2014 (2004 - 2011 in the US on H1B, and 2011-2014 in India). After receiving my green card, I did not work for the same company in the US and I do not have a single paycheck from a US company after receiving the green card. Since then, I have been working in a job with the same job description that my green card was filed for. All other history is clean - I have two US-born children, always paid taxes on time, and no legal cases. I heard from reliable sources that under current circumstances, my case will be marked as fraud and there is a 99% chance that they will revoke my green card and deport me, as I did not stay with the employer that sponsored my green card. What should I be concerned about? What are my options? I have the option of going back to the same employer now. Does that help? If my wife applies for naturalization instead of me, is that going to be any different?\",\n", + "\"_answer\": \"This is a tricky situation. I would argue that this is acceptable since you received the green card and took the job, and you are just temporarily working for the company's operations outside the US. It could go either way, so I suggest consulting with a lawyer. You should consider your options, and if going back to the same employer now would help. Additionally, if your wife applies for naturalization instead of you, that could make a difference.\"}\n", + "\n", "######\n", - "{\"_question\": \"If my wife applies for naturalization instead of me, will this situation be any different?\",\n", - "\"_answer\": \"This is a tricky situation. I would argue that this is acceptable as you went and got the green card and took the job and are now just working for the company's operations outside the US temporarily. It may be a bit of a risk, but that is what I would suggest. You should definitely get legal advice.\"} \n", + "{\"_question\": \"What are the consequences for my naturalization/citizenship if I have not worked for the green card sponsoring company? To give a brief overview, I worked for the same company from 2004 to 2014 (2004 - 2011 in the US on H1B, and 2011-2014 in India). After getting my green card, I did not work for the same company in the US and I do not have a single paycheck from a US company after receiving the green card. Since then, I have been working in a job with the same job description that my green card was filed for. All other history is clean - I have two US-born children, always paid taxes on time, and no legal cases. I heard from reliable sources that under current circumstances, my case will be marked as fraud and there is a 99% chance that they will revoke my green card and deport me, as I did not stay with the employer that sponsored my green card. What should I be worried about? What are my choices? I have the option of going back to the same employer now. Does that help? If my wife applies for naturalization instead of me, is that going to be any different?\",\n", + "\"_answer\": \"This is a difficult situation. I would suggest that this is acceptable since you obtained the green card and took the job, and you are just temporarily working for the company's operations outside the US. It is uncertain, so I recommend consulting with a lawyer. You should contemplate your options, and if returning to the same employer now would help. Furthermore, if your wife applies for naturalization instead of you, that could make a difference.\"} \n", "\n", "\n", "\n", @@ -2562,16 +2406,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What will happen if I attempt to downgrade from an EB2 to an EB3 and my newly filed I-140 is denied? Can I still use my previously approved I-140?\",\n", - "\"_answer\": \"If you have an EB-2 approved I-140, you can apply for an EB-3 approval on the same form or you can file an EB-3 I-140 and I-485 concurrently if the dates are current. If the I-485 is prematurely filed when the priority date of EB-2 is not current and the EB-3 is denied, the I-485 will also be denied. It is recommended that you have your lawyers review your case carefully to ensure there are no other issues. If the second EB-3 filing is denied, it should not have an impact on the already approved I-140 unless the second filing reveals a problem with the case that was not addressed earlier.\"}\n", + "{\"_question\": \"What will happen if I downgrade from EB-2 to EB-3 and my newly filed I-140 is denied? Will my already approved I-140 in EB-2 be affected?\",\n", + "\"_answer\": \"If you file a I-485 that is prematurely filed when the priority date of EB-2 is not current, and the EB-3 filing gets denied, then the I-485 will also be denied. It is important to have your lawyer review your case carefully to make sure that there are no other issues. If the second EB-3 filing is denied, it should not have any impact on the previously approved I-140 unless the second filing reveals a problem with the case that was not addressed earlier.\"}\n", "\n", "######\n", - "{\"_question\": \"What will be the outcome if I attempt to change my status from EB-2 to EB-3 and my new I-140 is rejected? Can I still utilize my previously approved I-140?\",\n", - "\"_answer\": \"If you have an EB-2 approved I-140, you can apply for an EB-3 approval on the same form or you can file an EB-3 I-140 and I-485 concurrently if the dates are current. If the I-485 is submitted prematurely when the priority date of EB-2 is not current and the EB-3 is rejected, the I-485 will also be denied. It is recommended that you have your lawyers review your case thoroughly to make sure there are no other issues. If the second EB-3 filing is denied, it should not affect the already approved I-140 unless the second filing reveals a problem with the case that was not addressed earlier.\"}\n", + "{\"_question\": \"What are the consequences if I refile for an EB-3 approval and my I-140 is denied? Will my approved I-140 in EB-2 be impacted?\",\n", + "\"_answer\": \"If an I-485 is filed before the priority date of the EB-2 is current, and the EB-3 filing is denied, then the I-485 will also be denied. It is important to have your lawyer carefully review your case to ensure that there are no other issues. If the second EB-3 filing is denied, it should not affect the already approved I-140 unless the second filing brings to light a problem with the case that was not previously addressed.\"}\n", "\n", "######\n", - "{\"_question\": \"What will happen if I try to downgrade from EB-2 to EB-3 and my new I-140 is refused? Can I still use my previously approved I-140?\",\n", - "\"_answer\": \"If you have an EB-2 approved I-140, you can apply for an EB-3 approval on the same form or you can file an EB-3 I-140 and I-485 concurrently if the dates are current. If the I-485 is submitted prematurely when the priority date of EB-2 is not current and the EB-3 is refused, the I-485 will also be denied. It is recommended that you have your lawyers review your case carefully to ensure there are no other issues. If the second EB-3 filing is denied, it should not have an impact on the already approved I-140 unless the second filing reveals a problem with the case that was not addressed earlier.\"} \n", + "{\"_question\": \"What happens if I apply for an EB-3 and my I-140 is denied? Will my previously approved I-140 in EB-2 be impacted?\",\n", + "\"_answer\": \"If an I-485 is submitted before the priority date of the EB-2 is current, and the EB-3 filing is denied, then the I-485 will also be denied. It is important to have your lawyer examine your case thoroughly to ensure that there are no other issues. If the second EB-3 filing is denied, it should not affect the already approved I-140 unless the second filing reveals a problem with the case that was not previously addressed.\"} \n", "\n", "\n", "\n", @@ -2580,16 +2424,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is necessary to get an EB-2 green card with a master's degree?\",\n", - "\"_answer\": \"You must obtain your degree from an accredited university in order for the educational evaluation to be completed and approved for an EB-2 green card.\"}\n", + "{\"_question\": \"What do I need to do to get a master's degree from an accredited university to process an EB-2 green card?\",\n", + "\"_answer\": \"To obtain an EB-2 green card, you must obtain a master's degree from an accredited university. You can check with your university to find out which state-level agency has accredited their programs.\"}\n", "\n", "######\n", - "{\"_question\": \"What do I need to do to get an EB-2 green card with a master's degree?\",\n", - "\"_answer\": \"You must have your master's degree from an accredited university in order for the educational evaluation to be accepted for an EB-2 green card.\"}\n", + "{\"_question\": \"What is the requirement to obtain an EB-2 green card?\",\n", + "\"_answer\": \"To get an EB-2 green card, you must have a master's degree from an accredited university. Your university should be able to provide you with information on the state-level agency that has accredited their programs.\"}\n", "\n", "######\n", - "{\"_question\": \"How can I get an EB-2 green card with a master's degree?\",\n", - "\"_answer\": \"In order to be approved for an EB-2 green card, you must have your master's degree from an accredited university and have the educational evaluation completed.\"} \n", + "{\"_question\": \"What do I need to do to be eligible for an EB-2 green card?\",\n", + "\"_answer\": \"In order to be eligible for an EB-2 green card, you must have a master's degree from an accredited university. Your university can provide you with information on the state-level agency that has accredited their programs.\"} \n", "\n", "\n", "\n", @@ -2598,16 +2442,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I begin the green card process while on F-1 status? I am on F1 OPT status and employed by Company A, and my employer has filed for H1B status this year. I am currently waiting for my H1B approval. Is it possible to start the green card process while I am in F1 status?\",\n", - "\"_answer\": \"For people from countries with extremely backlogged priority dates, such as India, China, the Philippines, and Mexico, it is risky to begin the green card process while on F-1 status, as this status does not permit dual intent. This means that filing for a green card while in such a status could result in difficulty receiving extensions, visa stamping, or re-entry into the United States. However, for those from countries such as Saudi Arabia, Pakistan, Nepal, or anywhere in Europe, where priority dates are not backlogged, it may be possible to complete the green card process within a year in the EB-1, EB-2, or EB-3 category.\"}\n", + "{\"_question\": \"Can an individual with F-1 status begin a green card process?\", \n", + "\"_answer\": \"Individuals from countries with backlogged priority dates like India, China, Philippines, and Mexico may not be able to start a green card process while on F-1 status, as this status does not permit dual intent. However, those from countries with non-backlogged priority dates such as Saudi Arabia, Pakistan, Nepal, or Europe may be able to complete the green card process within a year in an EB-1, EB-2, or EB-3 category.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it possible to initiate a green card application while on F-1 status? I am currently on F1 OPT and employed by Company A, and my employer has applied for H1B status this year. I am waiting for H1B approval. Can I start the green card process while I am on F1 status?\",\n", - "\"_answer\": \"Individuals from countries with extremely backlogged priority dates, such as India, China, the Philippines, and Mexico, should be wary of beginning the green card process while on F-1 status, as this status does not allow for dual intent. This could lead to complications when applying for extensions, visa stamping, or re-entry into the United States. However, for those from countries such as Saudi Arabia, Pakistan, Nepal, or anywhere in Europe, where priority dates are not backlogged, it may be possible to complete the green card process in the EB-1, EB-2, or EB-3 category within a year.\"}\n", + "{\"_question\": \"Is it possible to initiate a green card application while on F-1 status?\", \n", + "\"_answer\": \"For individuals from countries with backlogged priority dates like India, China, Philippines, and Mexico, beginning a green card process while on F-1 status is not recommended, as this status does not allow for dual intent. However, those from countries with non-backlogged priority dates like Saudi Arabia, Pakistan, Nepal, or Europe may be able to finish the green card process within a year under an EB-1, EB-2, or EB-3 category.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I start the green card process while on F-1 status? I am currently on F1 OPT and working for Company A, and my employer has filed for H1B status this year. I am awaiting my H1B approval. Is it possible to initiate the green card process while I am in F1 status?\",\n", - "\"_answer\": \"For individuals from countries with extremely backlogged priority dates, such as India, China, the Philippines, and Mexico, it is not advisable to initiate the green card process while on F-1 status, as this status does not permit dual intent. This could result in difficulty when applying for extensions, visa stamping, or re-entry into the United States. However, for those from countries such as Saudi Arabia, Pakistan, Nepal, or anywhere in Europe, where priority dates are not backlogged, it may be possible to complete the green card process within a year in the EB-1, EB-2, or EB-3 category.\"} \n", + "{\"_question\": \"Can someone on F-1 visa status begin the green card process?\", \n", + "\"_answer\": \"Individuals from countries with delayed priority dates such as India, China, Philippines, and Mexico should not start a green card process while on F-1 visa status, as this status does not permit dual intent. However, those from countries with non-delayed priority dates like Saudi Arabia, Pakistan, Nepal, or Europe may be able to complete the green card process within a year in an EB-1, EB-2, or EB-3 category.\"} \n", "\n", "\n", "\n", @@ -2616,16 +2460,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I submit multiple green card applications at the same time? What are the potential repercussions of doing so? My employer has already filed for my green card in the EB-2 category and I-140 has been approved with a priority date of 2013. If I decide to apply for the EB-1 category myself, will it have any impact on my EB-2 green card? Is the job description required to be the same for both categories? What are the possible problems that may arise?\",\n", - "\"_answer\": \"Yes, you can submit multiple green card applications simultaneously. This can be done through employment, family or investment. As long as the applications are filed honestly, there should be no issues. If you decide to apply for the EB-1 category yourself and it is not approved, it will not affect your EB-2 green card. The job description does not need to be the same for both categories. However, there may be potential problems that could arise.\"}\n", - "\n", - "######\n", - "{\"_question\": \"Is it feasible to submit multiple green card applications at the same time? What are the risks of doing so? My employer has already filed for my green card in the EB-2 category and I-140 has been approved with a priority date of 2013. If I attempt to apply for the EB-1 category myself, will it have an effect on my EB-2 green card? Should the job description be similar for both categories? What are the possible issues that could arise?\",\n", - "\"_answer\": \"Yes, it is possible to submit multiple green card applications simultaneously. This can be done through employment, family or investment. As long as the applications are filed honestly, there should be no issues. If you attempt to apply for the EB-1 category yourself and it is not approved, it will not affect your EB-2 green card. The job description does not need to be the same for both categories. However, there may be potential issues that could arise.\"}\n", + "{\"_question\": \"Can I submit several green card applications simultaneously? What would be the consequences? My employer filed for an EB-2 green card with a priority date of 2013. Could I try to get an EB-1 green card personally? Would the EB-1 status affect the EB-2 green card? Would the job description have to match in both EB-1 and EB-2? What potential issues might arise?\",\n", + "\"_answer\": \"Yes, you can submit multiple green card applications at the same time, including a combination of employment and family or investment applications. As long as the applications are filed honestly, any number of green cards can be filed. Trying for an EB-1 green card will not affect the EB-2 green card, but the job description should match for both EB-1 and EB-2. Potential issues may arise, so it is important to be aware of them.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I file multiple green card applications at the same time? What are the potential consequences of doing so? My employer has already filed for my green card in the EB-2 category and I-140 has been approved with a priority date of 2013. If I attempt to apply for the EB-1 category myself, will it have an impact on my EB-2 green card? Must the job description be identical for both categories? What are the possible problems that may occur?\",\n", - "\"_answer\": \"Yes, you can file multiple green card applications simultaneously. This can be done through employment, family or investment. As long as the applications are filed honestly, there should be no issues. If you attempt to apply for the EB-1 category yourself and it is not approved, it will not affect your EB-2 green card. The job description does not need to be the same for both categories. However, there may be possible problems that could arise.\"} \n", + "{\"_question\": \"Can I apply for multiple green cards at once? What are the repercussions? My employer has filed an EB-2 green card with a 2013 priority date. Is it possible for me to attempt to get an EB-1 green card independently? Will the EB-1 status have any effect on the EB-2 green card? Must the job description be the same for EB-1 and EB-2? What could possibly go wrong?\",\n", + "\"_answer\": \"Yes, you can file for various green cards at the same time, including both employment and family or investment applications. You can file as many green cards as you like as long as they are filed truthfully. Trying for an EB-1 green card will not interfere with the EB-2 green card, but the job description must match for both EB-1 and EB-2. It is important to be aware of the potential issues that may arise.\"} \n", "\n", "\n", "\n", @@ -2634,16 +2474,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"How long will the NIW processing take? I'm in the EB-2 category and I'm wondering if it will take a while before I get my EAD card and can switch employers. Is there any risk associated with changing employers during the process? I'd rather switch before starting the process.\",\n", - "\"_answer\": \"There are no risks associated with changing employers if you are a self-applicant and will continue to work in your stated area of national interest. However, the NIW priority date will take the same amount of time to process as a normal EB-2 application. See http://www.immigration.com/visa-bulletin under the Employment-Based Category 2.\"}\n", + "{\"_question\": \"What is the duration of the NIW process? Does it take as long as the EB2 application? Can I change employers during the process?\",\n", + "\"_answer\": \"If you are a self-applicant and will continue to work in your stated area of national interest, you can change employers any time. The NIW priority date will take the same time as a normal EB-2 application does. See: http://www.immigration.com/visa-bulletinunder employment-based category 2.\"}\n", "\n", "######\n", - "{\"_question\": \"Can you tell me about the time frame for NIW processing? I'm in the EB-2 category and I'm wondering if it will take a while before I can get my EAD card and switch employers. Is there any danger involved in changing employers during the process? I'd rather switch before starting the process.\",\n", - "\"_answer\": \"There is no danger associated with changing employers if you are a self-applicant and will keep working in your declared area of national interest. Nevertheless, the NIW priority date will take the same length of time to process as a regular EB-2 application. See http://www.immigration.com/visa-bulletin under the Employment-Based Category 2.\"}\n", + "{\"_question\": \"How long does the NIW application take? Is it the same as the EB2 filing? Is it okay to change employers during the process?\",\n", + "\"_answer\": \"Switching employers is permissible if you are a self-applicant and will continue to work in your stated area of national interest. The NIW timeline is the same as the EB2 application timeline. See: http://www.immigration.com/visa-bulletinunder employment-based category 2.\"}\n", "\n", "######\n", - "{\"_question\": \"How long will the NIW processing take? I'm in the EB-2 category and I'm concerned that it might take a while before I get my EAD card and can switch employers. Is there any hazard associated with changing employers during the process? I'd rather switch before starting the process.\",\n", - "\"_answer\": \"There are no hazards associated with changing employers if you are a self-applicant and will keep working in your specified area of national interest. However, the NIW priority date will take the same amount of time to process as a usual EB-2 application. See http://www.immigration.com/visa-bulletin under the Employment-Based Category 2.\"} \n", + "{\"_question\": \"What is the processing time for NIW? Is it the same as the EB2 filing? Can I switch employers while the application is being processed?\",\n", + "\"_answer\": \"If you are a self-applicant and will work in your stated area of national interest, you can switch employers at any time. The NIW processing time is the same as the EB2 filing. See: http://www.immigration.com/visa-bulletinunder employment-based category 2.\"} \n", "\n", "\n", "\n", @@ -2652,12 +2492,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"what is the purpose of form g-884 (returns of original documents)? i received my i-140 approval and ead with eb2 category in april 2012. my employer did not provide me with a copy of my green card documents like i-140 approval, labor certification, etc. i only have the receipt copies of i-140 and i-485. i heard that i can use g-884 to retrieve all my green card documents from uscis. can i do this without knowing my employer's information?\",\n", - "\"_answer\": \"form g-884 is used to request the return of documents you had sent to uscis (e.g., your college degrees and diplomas). use foia for the purpose you are considering.\"}\n", + "{\"_question\": \"I got my I-140 approved and EAD with the EB2 category in April 2012. My employer did not provide me with the green card documents such as my I-140 approval copy, labor code, etc. Is it possible to get the original documents from USCIS using form G-884 (returns of original documents) without knowing my employer?\",\n", + "\"_answer\": \"Form G-884 is used to request the return of documents you had sent to USCIS (e.g., your college degrees and diplomas). FOIA should be used for the purpose you are considering.\"}\n", "\n", "######\n", - "{\"_question\": \"what is the goal of form g-884 (returns of original documents)? i got my i-140 approved and ead with eb2 category in april 2012. my employer did not provide me with a copy of my green card documents like i-140 approval, labor certification, etc. i only have the receipt copies of i-140 and i-485. i heard that i can use g-884 to get all my green card documents from uscis. can i do this without knowing my employer's details?\",\n", - "\"_answer\": \"form g-884 is intended to request the return of documents you had sent to uscis (e.g., your college degrees and diplomas). use foia for the purpose you are considering.\"} \n", + "{\"_question\": \"I was approved for my I-140 and EAD with the EB2 category in April 2012, but my employer did not give me the green card documents like the I-140 approval copy, labor code, etc. Is it possible to retrieve the original documents from USCIS with form G-884 (returns of original documents) without knowing my employer?\",\n", + "\"_answer\": \"Form G-884 is used to ask for the return of documents you had sent to USCIS (e.g., your college degrees and diplomas). FOIA should be used for the purpose you are looking for.\"}\n", + "\n", + "######\n", + "{\"_question\": \"I obtained my I-140 approval and EAD with EB2 category in April 2012, but my employer did not give me the green card documents such as the I-140 approval copy, labor code, etc. Can I get the original documents from USCIS using form G-884 (returns of original documents) without knowing my employer?\",\n", + "\"_answer\": \"Form G-884 is used to request the return of documents you had sent to USCIS (e.g., your college degrees and diplomas). FOIA should be used for the purpose you are considering.\"} \n", "\n", "\n", "\n", @@ -2666,16 +2510,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I submit an adjustment of status application if my EB-2 physical therapist application falls under the Schedule A category?\", \n", - "\"_answer\": \"Yes, you may be able to file concurrently if the priority date for EB-2 is not backlogged.\"}\n", + "{\"_question\": \"Can I submit an adjustment of status application concurrently with the form I-140 if my 'Schedule A' application falls into the EB-2 or Employment Based Second Preference category?\",\n", + "\"_answer\": \"Submitting an adjustment of status concurrently with the form I-140 is only possible if your priority date for EB-2 is current and not backlogged.\"}\n", "\n", "######\n", - "{\"_question\": \"If I'm applying for an EB-2 physical therapist under the Schedule A category, can I submit an adjustment of status application?\", \n", - "\"_answer\": \"Yes, if the priority date for EB-2 is not delayed, you can file concurrently.\"}\n", + "{\"_question\": \"If my 'Schedule A' application is classified as EB-2 or Employment Based Second Preference, can I file an adjustment of status application at the same time as the form I-140?\",\n", + "\"_answer\": \"Concurrent filing is allowed only if your EB-2 priority date is current and not backlogged.\"}\n", "\n", "######\n", - "{\"_question\": \"If I'm applying for an EB-2 physical therapist under the Schedule A category, can I simultaneously file an adjustment of status application?\", \n", - "\"_answer\": \"Yes, you may be able to do so if the priority date for EB-2 is not delayed.\"} \n", + "{\"_question\": \"If I qualify for EB-2 or Employment Based Second Preference under 'Schedule A', can I simultaneously file an adjustment of status application with the form I-140?\",\n", + "\"_answer\": \"Submitting an adjustment of status concurrently is only possible if your EB-2 priority date is current and not delayed.\"} \n", "\n", "\n", "\n", @@ -2684,16 +2528,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the status of Obama's immigration action EAD at the I-140 stage? I'm on an H-1B visa and have had my I-140 approved in the EB-2 category, but I'm still waiting for the dates to become current. Will I be granted any EAD or other forms of authorization based on the executive action?\",\n", - "\"_answer\": \"I have heard that there is a proposal to allow filing of I-485 at the I-140 stage, without needing to wait for the priority dates to become current. If this is implemented, it would get you an EAD as well as the right to change jobs under AC21. Unfortunately, there is no clear indication about this proposal in any government documents yet.\"}\n", + "{\"_question\": \"With regards to Obama's immigration action, if I am on an H-1B visa and my I-140 has been approved in the EB-2 category, but I am waiting for the dates to become current, will I get an Employment Authorization Document?\",\n", + "\"_answer\": \"I have heard that there is a suggestion to allow for the filing of I-485 at the I-140 stage, without needing the priority dates to be current. This, if put into practice, would provide you with an EAD as well as the ability to switch jobs under AC21. Unfortunately, there is no clear evidence of this proposal in any government document as of now.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the current status of Obama's immigration EAD at the I-140 stage? I'm on an H-1B visa and have gotten my I-140 approved in the EB-2 category, but I'm still waiting for the dates to be updated. Could I be given an EAD or other forms of authorization based on the executive action?\",\n", - "\"_answer\": \"I have heard that there is a proposal to allow filing of I-485 at the I-140 stage, without needing to wait for the priority dates to be updated. If this is implemented, it would get you an EAD as well as the right to change jobs under AC21. Unfortunately, there is no clear indication about this proposal in any government documents yet.\"}\n", + "{\"_question\": \"In regards to Obama's immigration action, if I am on a H-1B visa and my I-140 has been approved in the EB-2 category, but I am waiting for the dates to get current, will I get an Employment Authorization Document?\",\n", + "\"_answer\": \"I have heard that there is a proposal to allow filing of I-485 at the I-140 stage, without requiring the priority dates to be current. This, if implemented, would give you an EAD as well as the freedom to change jobs under AC21. Unfortunately, there is no definite proof of this proposal in any government document as of now.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the present situation of Obama's immigration action EAD at the I-140 stage? I'm on an H-1B visa and have had my I-140 approved in the EB-2 category, but I'm still waiting for the dates to be current. Will I be provided any EAD or other forms of authorization based on the executive action?\",\n", - "\"_answer\": \"I have heard that there is a proposal to allow filing of I-485 at the I-140 stage, without needing to wait for the priority dates to be current. If this is implemented, it would get you an EAD as well as the right to alter jobs under AC21. Unfortunately, there is no clear indication about this proposal in any government documents yet.\"} \n", + "{\"_question\": \"Regarding Obama's immigration action, if I am on an H-1B visa and my I-140 has been approved in the EB-2 category, but I am waiting for the dates to be current, will I get an Employment Authorization Document?\",\n", + "\"_answer\": \"I have heard that there is a suggestion to permit the filing of I-485 at the I-140 stage, without needing the priority dates to be current. This, if carried out, would provide you with an EAD as well as the right to switch jobs under AC21. Unfortunately, there is no definite indication of this proposal in any government document up to this point.\"} \n", "\n", "\n", "\n", @@ -2702,15 +2546,15 @@ "\n", "\n", "######\n", - "{\"_question\": \"What are the options for expediting a government delay in the EB-2 category with a priority date of June 2008 and an I-485 application filed in January 2012, which became current in July 2014, with background checks still pending?\", \n", + "{\"_question\": \"What can I do to expedite my background checks for my I-485 application? I am an EB-2 with priority date of June 2008 and have already provided fingerprints 2.5 years ago.\", \n", "\"_answer\": \"see the marked clip below from rajiv's video recording for the answer to this question.https://www.youtube.com/watch?feature=player_detailpage&list=uum4s1qwos\"}\n", "\n", "######\n", - "{\"_question\": \"What can be done to speed up the government process for an EB-2 with a priority date of June 2008 and an I-485 application filed in January 2012, which became current in July 2014, with background checks still not completed?\", \n", + "{\"_question\": \"How can I hasten the background checks for my I-485 application? My priority date is June 2008 and I have already submitted fingerprints 2.5 years ago.\", \n", "\"_answer\": \"see the marked clip below from rajiv's video recording for the answer to this question.https://www.youtube.com/watch?feature=player_detailpage&list=uum4s1qwos\"}\n", "\n", "######\n", - "{\"_question\": \"What are the options available to an EB-2 with a priority date of June 2008 and an I-485 application filed in January 2012, which became current in July 2014, with background checks still in progress for expediting the process?\", \n", + "{\"_question\": \"What steps can I take to speed up the background checks for my I-485 application? I have a priority date of June 2008 and already gave fingerprints 2.5 years ago.\", \n", "\"_answer\": \"see the marked clip below from rajiv's video recording for the answer to this question.https://www.youtube.com/watch?feature=player_detailpage&list=uum4s1qwos\"} \n", "\n", "\n", @@ -2720,16 +2564,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I use my experience with my current employer in India while filing for permanent residency?\",\n", - "\"_answer\": \"Yes, it is generally permissible to use experience gained with an employer who has a different tax ID number than the petitioning employer.\"}\n", + "{\"_question\": \"Can I present my experience with my current employer in India while filing for permanent residency?\",\n", + "\"_answer\": \"Generally, you are able to use the experience gained from an employer who has a different tax identification number than the one filing the petition.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it allowed to include my Indian experience with my current employer while applying for permanent residency?\",\n", - "\"_answer\": \"Yes, you can usually utilize the experience you gained with an employer with a different tax ID number than the petitioning employer.\"}\n", + "{\"_question\": \"Can I include my experience with my current employer in India while applying for green card?\",\n", + "\"_answer\": \"In general, you can use the experience you gained with an employer who has a different tax ID number than the petitioner.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I utilize my experience with my current employer in India to apply for permanent residency?\",\n", - "\"_answer\": \"Yes, you can typically use the experience gained with an employer who has a different tax ID number than the petitioning employer.\"} \n", + "{\"_question\": \"Can I use my experience with my current employer in India while filing for a green card?\",\n", + "\"_answer\": \"Generally, it is possible to utilize the experience acquired from an employer who has a different tax identification number than the one filing the petition.\"} \n", "\n", "\n", "\n", @@ -2738,16 +2582,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the AACRAO EDGE standard and does it account for internships?\", \n", - "\"_answer\": \"Yes, internships do qualify as experience when evaluating your degrees under AACRAO EDGE standards.\"}\n", + "{\"_question\": \"Do internships count towards the number of years of work after school? I have two US bachelor's degrees - a 3-year bachelor degree in science and a 2-year bachelor's degree in engineering - and am considering applying for an EB-2 visa. If I don't qualify for the EB-2, I have worked for around four years in my current job. Should I wait another year and then apply for the EB-2 or should I just file for the EB-3 visa now?\",\n", + "\"_answer\": \"Internships do count as experience. You will need to have your degrees evaluated under AACRAO Edge standards first.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the AACRAO EDGE standard with regards to internships?\", \n", - "\"_answer\": \"AACRAO EDGE standards take into account internships when evaluating your degrees.\"}\n", + "{\"_question\": \"I have two US bachelor's degrees - a 3-year bachelor degree in science and a 2-year bachelor's degree in engineering - and am thinking of submitting an EB-2 visa application. In the event that I don't qualify for the EB-2, I've worked for about four years in my current job. Should I wait a further year and then apply for the EB-2 or should I just file for the EB-3 visa now?\",\n", + "\"_answer\": \"Internships are factored in when counting the number of years of work after school. You must have your degrees assessed under AACRAO Edge standards first.\"}\n", "\n", "######\n", - "{\"_question\": \"Do internships count when evaluating degrees under AACRAO EDGE standards?\", \n", - "\"_answer\": \"Yes, internships are taken into consideration when evaluating your degrees under AACRAO EDGE standards.\"} \n", + "{\"_question\": \"I have two US bachelor's degrees - a 3-year bachelor degree in science and a 2-year bachelor's degree in engineering - and am considering applying for an EB-2 visa. If I don't qualify for the EB-2, I have been at my current job for about four years. Should I wait another year before applying for the EB-2 or should I just file for the EB-3 visa now?\",\n", + "\"_answer\": \"Internships are taken into account when calculating the number of years of work after school. You should get your degrees evaluated under AACRAO Edge standards first.\"} \n", "\n", "\n", "\n", @@ -2756,16 +2600,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"How soon can I start the green card process? Do I have a choice between EB-1 and EB-2? Do I need a degree to apply for the green card? Is it necessary for my employer to apply for me?\",\n", - "\"_answer\": \"You can begin the green card process right away. Yes, you have the option of selecting between EB-1 and EB-2. No, a degree is not necessary. Your employer needs to apply for you.\"}\n", + "{\"_question\": \"How long do I have to wait to begin the green card process? Do I have the choice of selecting either EB-1 or EB-2? I don't have a bachelor's or master's degree - will that be a problem for applying for a green card? Should I only apply through my employer or can I do it myself?\",\n", + "\"_answer\": \"You can start the green card process without any delay. Yes, you can choose between EB-1 and EB-2. Not having a degree is not a barrier for international managers/executives. Your employer must apply for the green card on your behalf.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the timeline for starting the green card process? Can I choose between EB-1 and EB-2? Is a degree required for applying for the green card? Do I need my employer to file for me?\",\n", - "\"_answer\": \"You can apply for green card without any wait. Yes, but eb-1 is a gazillion times faster for indian-born people. Degree is not a requirement for international managers/execs. Your employer needs to apply.\"}\n", + "{\"_question\": \"What is the timeframe to start the green card process? Is it possible to pick between EB-1 or EB-2? If I don't have a bachelor's or master's degree, will that be an issue for applying for a green card? Must I only go through my employer or can I do it by myself?\",\n", + "\"_answer\": \"You can start the green card process immediately. Yes, you can choose between EB-1 and EB-2. Not having a degree is not a problem for international managers/executives. Your employer needs to submit the green card application on your behalf.\"}\n", "\n", "######\n", - "{\"_question\": \"When can I start the green card process? Is there an option to select between EB-1 and EB-2? Do I need a degree to be eligible for the green card? Should my employer file for me?\",\n", - "\"_answer\": \"You can begin the green card process right away. Yes, you have the option of selecting between EB-1 and EB-2. No, a degree is not necessary. Your employer needs to apply for you.\"} \n", + "{\"_question\": \"How long should I wait to initiate the green card process? Can I select either EB-1 or EB-2? Do I need a bachelor's or master's degree to apply for a green card? Should I only apply through my employer or can I do it myself?\",\n", + "\"_answer\": \"You can begin the green card process without any wait. Yes, you can choose between EB-1 and EB-2. Not having a degree is not a hindrance for international managers/execs. Your employer must apply for the green card on your behalf.\"} \n", "\n", "\n", "\n", @@ -2774,16 +2618,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"if I obtain an accredited master's degree, would I be able to qualify for the eb-2 visa without needing to demonstrate progressive experience since graduating?\",\n", - "\"_answer\": \"Yes, if the master's degree is accredited, you would not need to demonstrate post-master's experience for the eb-2 visa. There could be some issue about the 3+2 pattern of education, but an accredited master's should resolve that.\"}\n", + "{\"_question\": \"I have a 3-year bachelor's degree from India and 16 years of experience in the US. My EB-3 has a PD of 10/2006. Will I be able to qualify for an EB-2 if I pursue an MS degree here (online or executive)? Do I need to demonstrate progressive experience since I obtained my MS?\",\n", + "\"_answer\": \"As long as the master's degree is accredited, you won't need to provide any post-master's experience for EB-2. There might be some difficulty due to the 3+2 pattern of education, but an accredited master's should solve that problem.\"}\n", "\n", "######\n", - "{\"_question\": \"if I complete a master's program that is accredited, can I qualify for the eb-2 visa without having to show progressive experience since I graduated?\",\n", - "\"_answer\": \"Yes, if the master's degree is accredited, you do not need to prove post-master's experience for the eb-2 visa. There may be an issue with the 3+2 pattern of education, but an accredited master's should fix that.\"}\n", + "{\"_question\": \"I have a 3-year bachelor's degree from India and 16 years of experience in the US. My EB-3 has a PD of 10/2006. Will I be able to qualify for an EB-2 if I get a master's degree here (online or executive)? Do I have to demonstrate progressive experience since I got my MS?\",\n", + "\"_answer\": \"If the master's degree is accredited, you won't need to demonstrate post-master's experience for EB-2. There could be an issue with the 3+2 pattern of education, but an accredited master's should resolve that.\"}\n", "\n", "######\n", - "{\"_question\": \"if I get a master's degree from an accredited school, would I be able to qualify for the eb-2 visa without needing to demonstrate progressive experience since getting the degree?\",\n", - "\"_answer\": \"Yes, if the master's degree is accredited, you do not need to present post-master's experience for the eb-2 visa. There could be a problem with the 3+2 pattern of education, but an accredited master's should solve that.\"} \n", + "{\"_question\": \"I have a 3-year bachelor's degree from India and 16 years of experience in the US. My EB-3 has a PD of 10/2006. Am I able to qualify for an EB-2 if I achieve an MS degree here (online or executive)? Do I need to show progressive experience since I earned my MS?\",\n", + "\"_answer\": \"Provided the master's degree is accredited, you don't need to present any post-master's experience for EB-2. There may be some difficulty due to the 3+2 pattern of education, but an accredited master's should address that issue.\"} \n", "\n", "\n", "\n", @@ -2792,16 +2636,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Does exhibiting immigrant intent while having a j-1 (for four more years, no hrr) put me at risk? If I don't get an eb-2, can airport officers tell I was denied and that I had immigration intent?\", \n", - "\"_answer\": \"There is a possibility that exhibiting immigrant intent can be a problem for j-1 holders. However, it is not guaranteed that you will have a problem.\"}\n", + "{\"_question\": \"I have a J-1 visa that is valid for four more years and am considering an EB2-NIW application. If my application is not accepted, will I experience issues when travelling on my J-1 visa?\", \n", + "\"_answer\": \"Immigration intent can be a problem for J-1 holders. It is uncertain if you will have a problem, but there is a potential for it.\"}\n", "\n", "######\n", - "{\"_question\": \"If I apply for an eb2-niw while I have a j-1 visa (for four more years, no hrr), could this be an issue? If I don't get the eb-2, will airport officers be aware that I was denied and had immigration intent?\", \n", - "\"_answer\": \"There is a chance that having immigration intent while having a j-1 visa could be a problem. It is not definite that you will have an issue, but the possibility does exist.\"}\n", + "{\"_question\": \"I possess a J-1 visa that is valid for four more years and am considering an EB2-NIW application. If the application is not approved, will I have difficulty when travelling with my J-1 visa?\", \n", + "\"_answer\": \"Showing immigration intent can be a concern for J-1 holders. It is not definite if you will have a problem, but it is possible.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a j-1 visa for four more years, no hrr. I am considering applying for an eb2-niw. If I don't get the eb-2, could this lead to difficulties when I travel with my j-1? Could airport officers tell I was denied and had immigration intent?\", \n", - "\"_answer\": \"Immigration intent could be an issue for j-1 holders. It is not certain that you will have a problem, but the potential does exist.\"} \n", + "{\"_question\": \"I have a J-1 visa that will be valid for four more years and am contemplating an EB2-NIW request. If the application is not successful, will I have trouble when travelling with my J-1 visa?\", \n", + "\"_answer\": \"Demonstrating immigration intent can be a concern for J-1 holders. It is not certain if you will have an issue, but there is a chance for it.\"} \n", "\n", "\n", "\n", @@ -2810,16 +2654,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I get an EB-2 visa if I have a Master's degree in Veterinary Medicine and work as a Veterinary Assistant in the USA?\",\n", - "\"_answer\": \"In order to qualify for an EB2 visa, you must meet two criteria: 1. Your degree must be equivalent to a US advanced degree (this must be evaluated by a credentials evaluation service under appropriate standards); and 2. The job must require an advanced degree or equivalent experience.\"}\n", + "{\"_question\": \"Can I get an EB-2 visa if I'm a veterinary assistant in the United States with a master's degree in veterinary medicine from Bulgaria?\",\n", + "\"_answer\": \"To be eligible for an EB-2 visa, two criteria must be met: 1) Your degree must be equivalent to a US advanced degree (this must be evaluated by a credentials evaluation service); and 2) The job must require an advanced degree or equivalent experience.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements to get an EB-2 visa if I am a Veterinary Assistant in the USA and I have a Master's degree in Veterinary Medicine from Bulgaria?\",\n", - "\"_answer\": \"In order to be eligible for an EB2 visa, you must fulfill two conditions: 1. Your degree must be comparable to a US advanced degree (this must be evaluated by a credentials evaluation service using applicable standards); and 2. The job must necessitate an advanced degree or equivalent experience.\"}\n", + "{\"_question\": \"Do I meet the requirements for an EB-2 visa if I'm a veterinary assistant from Bulgaria with a master's degree in veterinary medicine and I want to work in the US?\",\n", + "\"_answer\": \"In order to obtain an EB-2 visa, two conditions must be fulfilled: 1) Your degree must be equal to a US advanced degree (this must be evaluated by a credential evaluation service); and 2) The job must necessitate a advanced degree or equivalent experience.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a Master's degree in Veterinary Medicine from Bulgaria and I want to work as a Veterinary Assistant in the USA. Can I get an EB-2 visa?\",\n", - "\"_answer\": \"You can qualify for an EB2 visa only if you meet two conditions: 1. Your degree must be the same as a US advanced degree (this must be evaluated by a credentials evaluation service under proper standards); and 2. The job must require an advanced degree or equivalent experience.\"} \n", + "{\"_question\": \"I have a master's degree in veterinary medicine from Bulgaria and I want to work as a veterinary assistant in the US. Am I eligible for an EB-2 visa?\",\n", + "\"_answer\": \"You may qualify for an EB-2 visa if two prerequisites are met: 1) Your degree must be comparable to a US advanced degree (this must be evaluated by a credentials evaluation service); and 2) The job must require an advanced degree or equivalent experience.\"} \n", "\n", "\n", "\n", @@ -2828,16 +2672,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the best way to reach out to the USCIS Service Centers to inform them that a priority date is current, that an EB case has been upgraded from EB-3 to EB-2, or that dependents have been separated from the principal applicant's petition?\", \n", - "\"_answer\": \"Send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Make sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to reference.\"}\n", + "{\"_question\": \"How can I reach out to the USCIS Service Centers to inform them that a priority date is current, that an EB case has been upgraded from EB-3 to EB-2, or that dependents have been separated from the principal applicant's petition?\",\n", + "\"_answer\": \"You can send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Make sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to reference.\"}\n", "\n", "######\n", - "{\"_question\": \"How can I contact the USCIS Service Centers to provide information about a priority date becoming current, an EB case being upgraded from EB-3 to EB-2, or dependents being separated from the principal applicant's petition?\", \n", - "\"_answer\": \"You can send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Make sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to reference.\"}\n", + "{\"_question\": \"How can I reach out to the USCIS Service Centers to notify them that the priority date is current, an EB case has been upgraded from EB-3 to EB-2, or dependents have been separated from the principal applicant's petition?\",\n", + "\"_answer\": \"You can email the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Be sure to include the case number and A# of the beneficiary(s). If necessary, attach scans of any notices for the USCIS to review.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the process for notifying the USCIS Service Centers that a priority date is current, an EB case has been upgraded from EB-3 to EB-2, or dependents have been separated from the principal applicant's petition?\", \n", - "\"_answer\": \"You can reach out to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov via email. Be sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to reference.\"} \n", + "{\"_question\": \"What is the best way to contact the USCIS Service Centers to inform them that a priority date is current, an EB case has been upgraded from EB-3 to EB-2, or dependents have been separated from the principal applicant's petition?\",\n", + "\"_answer\": \"The best way to contact them is to send an email to the Nebraska Service Center at ncscfollowup.nsc@dhs.gov or the Texas Service Center at tsc.ncscfollowup@uscis.dhs.gov. Make sure to include the case number and A# of the beneficiary(s). If applicable, attach scans of any notices for the USCIS to reference.\"} \n", "\n", "\n", "\n", @@ -2846,16 +2690,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"what do I need to know about accreditation when petitioning for a green card under eb-2 classification?\",\n", - "\"_answer\": \"When petitioning for a green card under the eb-2 classification, the beneficiary must possess a degree from an accredited university. Evidence such as SEVIS certification or state board approval, which confirm that the university is a legitimate educational institution, is not sufficient to show accreditation for green card purposes. To determine the accreditation status of a university, you can visit the website http://ope.ed.gov/accreditation/ or watch the video “Accreditation of Distance Education for EB-2” and read the transcript at http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"}\n", + "{\"_question\": \"Do individuals petitioned for a green card under the EB-2 classification need to have a degree from an accredited U.S. university?\",\n", + "\"_answer\": \"A degree from an accredited university is required for a beneficiary to be eligible for a green card under the EB-2 classification. Evidence such as SEVIS certification or state board approval, which confirms that the university is a legitimate educational institution, is not enough to show accreditation for green card purposes. To determine a university's accreditation status, please refer to the following website: http://ope.ed.gov/accreditation/. Additionally, you may want to watch the video 'Accreditation of Distance Education for EB-2' and read the transcript: http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"}\n", "\n", "######\n", - "{\"_question\": \"what evidence is required to demonstrate accreditation for green card purposes under eb-2 classification?\",\n", - "\"_answer\": \"In order to demonstrate accreditation for green card purposes under eb-2 classification, the beneficiary must possess a degree from an accredited university. SEVIS certification or state board approval are not sufficient to show accreditation. To determine the accreditation status of a university, you can visit the website http://ope.ed.gov/accreditation/ or watch the video “Accreditation of Distance Education for EB-2” and read the transcript at http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"}\n", + "{\"_question\": \"Must a beneficiary petitioned for a green card under EB-2 classification have a degree from an accredited U.S. university?\",\n", + "\"_answer\": \"Yes, a beneficiary must have a degree from an accredited university to be eligible for a green card under EB-2 classification. Evidence such as SEVIS certification or state board approval, which confirms that the university is a legitimate educational institution, is not sufficient to show accreditation for green card purposes. To verify a university's accreditation status, please refer to the following website: http://ope.ed.gov/accreditation/. Additionally, you may want to watch the video 'Accreditation of Distance Education for EB-2' and read the transcript: http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"}\n", "\n", "######\n", - "{\"_question\": \"what is necessary to show accreditation for green card eligibility under eb-2 classification?\",\n", - "\"_answer\": \"In order to be eligible for a green card under the eb-2 classification, the beneficiary must possess a degree from an accredited university. Evidence such as SEVIS certification or state board approval, which confirm that the university is a legitimate educational institution, is not sufficient to show accreditation for green card purposes. To determine the accreditation status of a university, you can visit the website http://ope.ed.gov/accreditation/ or watch the video “Accreditation of Distance Education for EB-2” and read the transcript at http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"} \n", + "{\"_question\": \"Is it mandatory for a beneficiary petitioned for a green card under EB-2 classification to possess a degree from an accredited U.S. university?\",\n", + "\"_answer\": \"Yes, a beneficiary must have a degree from an accredited university to be eligible for a green card under EB-2 classification. Evidence such as SEVIS certification or state board approval, which confirms that the university is a legitimate educational institution, is not adequate to show accreditation for green card purposes. To check a university's accreditation status, please refer to the following website: http://ope.ed.gov/accreditation/. Additionally, you may want to watch the video 'Accreditation of Distance Education for EB-2' and read the transcript: http://www.immigration.com/media/eb2-green-card/accreditation-distance-\"} \n", "\n", "\n", "\n", @@ -2864,16 +2708,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Did I finish my master's degree in one year? I have a master's degree in science and I have been given the final degree certificate by the university. I completed the regular 2 year program in just 1 year. Will USCIS recognize my M.Sc degree?\",\n", - "\"_answer\": \"In this case, the evaluators will have to assess the situation. We have experienced problems with USCIS in similar situations. Evaluation done through the Edge database should be able to convince USCIS.\"}\n", + "{\"_question\": \"Have I been given the final degree certificate after completing a master's degree in one year, even though I finished the conventional 2 year program in a single year?\",\n", + "\"_answer\": \"The evaluators must assess this matter. We have experienced problems with USCIS in similar cases. The evaluation done through the EDGE database should be sufficient to convince USCIS.\"}\n", "\n", "######\n", - "{\"_question\": \"Did I finish my master's program in one year? I have a master's degree in science and I have been given the final degree certificate by the university. I completed the regular 2 year program in just 1 year. Will the USCIS accept my M.Sc degree?\",\n", - "\"_answer\": \"This is where the evaluators come in. We have had difficulties with USCIS in these circumstances. Evaluation done through the Edge database should be able to persuade USCIS.\"}\n", + "{\"_question\": \"I completed a master's degree in science in just one year, although the program is usually two years long. I have been given the final degree certificate by the university. Will USCIS view my M.Sc. degree as incomplete?\",\n", + "\"_answer\": \"This is where the evaluators come in. We have encountered issues with USCIS in these scenarios. The evaluation done through the EDGE database should be enough to persuade USCIS.\"}\n", "\n", "######\n", - "{\"_question\": \"Did I complete my master's degree in one year? I have a master's degree in science and I have been given the final degree certificate by the university. I completed the regular 2 year program in just 1 year. Will USCIS acknowledge my M.Sc degree?\",\n", - "\"_answer\": \"At this point, the evaluators must intervene. We have had issues with USCIS in these situations. Evaluation done through the Edge database should be able to convince USCIS.\"} \n", + "{\"_question\": \"I have a master's degree in science and I have been given the final degree certificate by the university, although I finished the conventional 2 year program in a single year. Will USCIS consider my M.Sc. degree incomplete?\",\n", + "\"_answer\": \"This is where the evaluators need to assess the situation. We have had troubles with USCIS in these types of cases. The evaluation done with the EDGE database should be convincing enough for USCIS.\"} \n", "\n", "\n", "\n", @@ -2882,34 +2726,29 @@ "\n", "\n", "######\n", - "{\"_question\": \"What qualifications are necessary for EB-2 status?\",\n", - "\"_answer\": \"In June 2007, USCIS clarified what is considered to be equivalent to a U.S. master's degree for employment-based category 2. Each petition and its supporting documentation are examined on a case-by-case basis and degree equivalencies are based on the evidence presented with the individual case. However, the below is provided as a general outline: 1. U.S. master's degree as long as it is in the field required, no additional document is required. 2. Four-year bachelor's degree + two-year master's degree (India) with degrees in the same or related fields, this will generally be considered the equivalent to a U.S. master's degree and no additional document is required. 3. Three-year bachelor's degree + three-year master's degree (India) with degrees in the same or related fields, this will generally be equivalent to a U.S. master's degree and no additional document is required. 4. Three-year bachelor's degree + one-year postgraduate diploma + two-year master's degree (India) with degrees in the same or similar field - this would generally be considered the equivalent of a bachelor's degree plus one additional year of education. Therefore, the beneficiary would also need to have five years' progressive experience. If the postgraduate diploma is determined to be progressive postgraduate education that is a continuation of the three-year bachelor's degree, it is possible that this would be considered the equivalent to a U.S. master's degree and there would be no need to establish five years' progressive experience. 5. Three-year bachelor's degree + two-year master's degree (India) generally, this would be the equivalent of a bachelor's degree + one year and would require five years' progressive experience to qualify under the 2nd preference (EB-2) category. 6. Three-year bachelor's degree + two-year master's degree (India) + five years' progressive, post-master's degree experience generally, the educational degrees would be determined to be the equivalent of a U.S. bachelor's + one year and the beneficiary would meet the statutory requirement. 7. Three-year bachelor's degree + two-year master's degree + one-year postgraduate diploma (India) generally, this would be the equivalent of a bachelor's degree + one year and would require five years' progressive experience to qualify under the 2nd preference category (EB-2). If the postgraduate diploma is determined to be progressive postgraduate education that is a continuation of the three-year bachelor's degree or the two-year master's degree, it is possible that this would be considered the equivalent to a U.S. master's degree, and there would be no need to establish five years' progressive experience. The petition must include documentation, such as an official academic record showing that the alien has a U.S. advanced degree or a foreign equivalent degree, or an official academic record showing that the alien has a U.S. baccalaureate degree or a foreign equivalent degree and letters from current or former employers showing that the alien has at least five years of progressive post-baccalaureate experience in the specialty. The post-baccalaureate experience should reflect increasing or advancing levels of responsibility and knowledge in the specialty. The profession should be an occupation for which a baccalaureate degree or its foreign equivalent is the minimum requirement for the entry in the field.\"}\n", - "\n", + "{\"_question\": \"What qualifications are needed to qualify for EB-2?\",\n", + "\"_answer\": \"In order to qualify for EB-2, the USCIS requires a U.S. Master's degree or its foreign equivalent. This can include a four-year Bachelor's degree plus two-year Master's degree in the same or related fields, a three-year Bachelor's degree plus three-year Master's degree in the same or related fields, a three-year Bachelor's degree plus one-year postgraduate diploma plus two-year Master's degree in the same or similar field, a three-year Bachelor's degree plus two-year Master's degree and five years' progressive post-Master's degree experience, or a three-year Bachelor's degree plus two-year Master's degree plus one-year postgraduate diploma. Evidence must be provided in the form of an official academic record and letters from current or former employers to demonstrate the required experience.\"}\n", "######\n", - "{\"_question\": \"What educational qualifications are needed for EB-2?\",\n", - "\"_answer\": \"In June 2007, USCIS clarified what is considered to be equivalent to a U.S. master's degree for employment-based category 2. Each petition and its supporting documentation are examined on a case-by-case basis and degree equivalencies are based on the evidence presented with the individual case. However, the below is provided as a general outline: 1. U.S. master's degree as long as it is in the field required, no additional document is required. 2. Four-year bachelor's degree + two-year master's degree (India) with degrees in the same or related fields, this will generally be considered the equivalent to a U.S. master's degree and no additional document is required. 3. Three-year bachelor's degree + three-year master's degree (India) with degrees in the same or related fields, this will generally be equivalent to a U.S. master's degree and no additional document is required. 4. Three-year bachelor's degree + one-year postgraduate diploma + two-year master's degree (India) with degrees in the same or similar field - this would generally be considered the equivalent of a bachelor's degree plus one additional year of education. Therefore, the beneficiary would also need to have five years' progressive experience. If the postgraduate diploma is determined to be progressive postgraduate education that is a continuation of the three-year bachelor's degree, it is possible that this would be considered the equivalent to a U.S. master's degree and there would be no need to establish five years' progressive experience. 5. Three-year bachelor's degree + two-year master's degree (India) generally, this would be the equivalent of a bachelor's degree + one year and would require five years' progressive experience to qualify under the 2nd preference (EB-2) category. 6. Three-year bachelor's degree + two-year master's degree (India) + five years' progressive, post-master's degree experience generally, the educational degrees would be determined to be the equivalent of a U.S. bachelor's + one year and the beneficiary would meet the statutory requirement. 7. Three-year bachelor's degree + two-year master's degree + one-year postgraduate diploma (India) generally, this would be the equivalent of a bachelor's degree + one year and would require five years' progressive experience to qualify under the 2nd preference category (EB-2). If the postgraduate diploma is determined to be progressive postgraduate education that is a continuation of the three-year bachelor's degree or the two-year master's degree, it is possible that this would be considered the equivalent to a U.S. master's degree, and there would be no need to establish five years' progressive experience. The petition must include documentation, such as an official academic record showing that the alien has a U.S. advanced degree or a foreign equivalent degree, or an official academic record showing that the alien has a U.S. baccalaureate degree or a foreign equivalent degree and letters from current or former employers showing that the alien has at least five years of progressive post-baccalaureate experience in the specialty. The post-baccalaureate experience should reflect increasing or advancing levels of responsibility and knowledge in the specialty. The profession should be an occupation for which a baccalaureate degree or its foreign equivalent is the minimum requirement for the entry in the field.\"}\n", - "\n", + "{\"_question\": \"What type of degree is needed to be eligible for EB-2?\",\n", + "\"_answer\": \"The USCIS requires a U.S. Master's degree or its foreign equivalent to be eligible for EB-2. This may include a four-year Bachelor's degree plus two-year Master's degree in the same or related fields, a three-year Bachelor's degree plus three-year Master's degree in the same or related fields, a three-year Bachelor's degree plus one-year postgraduate diploma plus two-year Master's degree in the same or similar field, a three-year Bachelor's degree plus two-year Master's degree and five years' progressive post-Master's degree experience, or a three-year Bachelor's degree plus two-year Master's degree plus one-year postgraduate diploma. Documentation must be provided in the form of an official academic record and letters from current or former employers to demonstrate the required experience.\"}\n", "######\n", - "{\"_question\": \"What is the educational criteria for EB-2?\",\n", - "\"_answer\": \"In June 2007, USCIS clarified what is considered to be equivalent to a U.S. master's degree for employment-based category 2. Each petition and its supporting documentation are examined on a case-by-case basis and degree equivalencies are based on the evidence presented with the individual case. However, the below is provided as a general outline: 1. U.S. master's degree as long as it is in the field required, no additional document is required. 2. Four-year bachelor's degree + two-year master's degree (India) with degrees in the same or related fields, this will generally be considered the equivalent to a U.S. master's degree and no additional document is required. 3. Three-year bachelor's degree + three-year master's degree (India) with degrees in the same or related fields, this will generally be equivalent to a U.S. master's degree and no additional document is required. 4. Three-year bachelor's degree + one-year postgraduate diploma + two-year master's degree (India) with degrees in the same or similar field - this would generally be considered the equivalent of a bachelor's degree plus one additional year of education. Therefore, the beneficiary would also need to have five years' progressive experience. If the postgraduate diploma is determined to be progressive postgraduate education that is a continuation of the three-year bachelor's degree, it is possible that this would be considered the equivalent to a U.S. master's degree and there would be no need to establish five years' progressive experience. 5. Three-year bachelor's degree + two-year master's degree (India) generally, this would be the equivalent of a bachelor's degree + one year and would require five years' progressive experience to qualify under the 2nd preference (EB-2) category. 6. Three-year bachelor's degree + two-year master's degree (India) + five years' progressive, post-master's degree experience generally, the educational degrees would be determined to be the equivalent of a U.S. bachelor's + one year and the beneficiary would meet the statutory requirement. 7. Three-year bachelor's degree + two-year master's degree + one-year postgraduate diploma (India) generally, this would be the equivalent of a bachelor's degree + one year and would require five years' progressive experience to qualify under the 2nd preference category (EB-2). If the postgraduate diploma is determined to be \n", + "{\"_question\": \"What is the necessary degree to apply for EB-2?\",\n", + "\"_answer\": \"The USCIS requires a U.S. Master's degree or its foreign equivalent to apply for EB-2. This may comprise a four-year Bachelor's degree plus two-year Master's degree in the same or related fields, a three-year Bachelor's degree plus three-year Master's degree in the same or related fields, a three-year Bachelor's degree plus one-year postgraduate diploma plus two-year Master's degree in the same or similar field, a three-year Bachelor's degree plus two-year Master's degree and five years' progressive post-Master's degree experience, or a three-year Bachelor's degree plus two-year Master's degree plus one-year postgraduate diploma. Evidence must be presented in the form of an official academic record and letters from current or former employers to demonstrate the required experience.\"} \n", "\n", "\n", "\n", "28 \n", "\n", "\n", - "\n", "######\n", - "{\"_question\": \"Is it possible to qualify for EB-2 if the job requires a Bachelor's degree in engineering and 5 years of experience, but the applicant has a diploma, AMIE, and M.Tech degree and 7 years of experience post M.Tech from a previous employer and 5 years from the current employer?\",\n", - "\"_answer\": \"It's uncertain if the AMIE degree will be accepted. I remember a decision from the AAO that said they would not recognize the AMIE, but then a more recent decision was a bit more vague. Still, I think it's worth trying for EB-2 as the M.Tech will help.\"}\n", - "\n", + "{\"_question\": \"Is it possible to qualify for EB-2 with a diploma, AMIE and M.Tech, if the job requirement is a Bachelor's in Engineering and 5 years of experience? Would there be any issues with the I-140 if the applicant has 7 years of experience post M.Tech from a previous employer and 5 years from the current employer?\", \n", + "\"_answer\": \"It's uncertain if the AMIE will be accepted. I remember an AAO decision that said they wouldn't recognize the AMIE, but a more recent decision was less certain. I think it's worth trying for EB-2 with the M.Tech helping the cause. \"}\n", "######\n", - "{\"_question\": \"Can someone fulfill the requirements for EB-2 if the job demands a Bachelor's in engineering and 5 years of experience but they possess a diploma, AMIE, and M.Tech degree with 7 years of experience post M.Tech from a previous employer and 5 years from the current employer?\",\n", - "\"_answer\": \"The AMIE qualification is questionable. I recall an AAO decision that said they would not accept AMIE, but then a more recent decision was less clear. Nevertheless, I think attempting EB-2 is worth a try as the M.Tech should be beneficial.\"}\n", - "\n", + "{\"_question\": \"If the job requires a Bachelor's in Engineering and 5 years of experience, what are the chances of being approved for EB-2 with a diploma, AMIE and M.Tech? Will there be any problems with the I-140 if the individual has 7 years of experience post M.Tech from a previous employer and 5 years from the current employer?\", \n", + "\"_answer\": \"The AMIE is questionable. I recall an AAO decision that said they wouldn't accept the AMIE, but a more recent ruling was more uncertain. I believe it is worth attempting EB-2 with the M.Tech helping the cause.\"}\n", "######\n", - "{\"_question\": \"Is it feasible to qualify for EB-2 if the job requires a Bachelor's degree in engineering and 5 years of experience, but the applicant has a diploma, AMIE, and M.Tech degree and 7 years of experience post M.Tech from a previous employer and 5 years from the current employer?\",\n", - "\"_answer\": \"The AMIE degree is debatable. I remember an AAO decision that said they would not recognize the AMIE, but then a more recent decision was more ambiguous. Still, I think it's worth attempting EB-2 as the M.Tech will be useful.\"} \n", + "{\"_question\": \"Can an applicant qualify for EB-2 with a diploma, AMIE and M.Tech if the job requires a Bachelor's in Engineering and 5 years of experience? Is there any risk of the I-140 being denied if they have 7 years of experience post M.Tech from a previous employer and 5 years from the current employer?\", \n", + "\"_answer\": \"The AMIE is uncertain. I remember a AAO decision that said they wouldn't accept the AMIE, but a more recent ruling was less definite. I think it is worth trying for EB-2 with the M.Tech assisting the cause.\"} \n", "\n", "\n", "\n", @@ -2918,12 +2757,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"Am I qualified for EB-2 considering I have a 4 year bachelor's degree from India and 7 years experience? My company has applied for GC in EB-3 and my I-140 is approved, with a priority date of September 2010. The company name has changed since then and they are saying the process needs to be restarted from the PERM, but I can keep my same priority date. The lawyers I asked said no, due to my job description stating a bachelor's degree and either 3 or 5 years of experience. Will USCIS deny my application because of this?\",\n", - "\"_answer\": \"Take into consideration the following points: first, a change in the employer's name does not mean the green card process must begin again; second, if the sponsoring employer ceases business operations, USCIS can take away your priority date; and third, the job must necessitate 5 years of experience for eligibility.\"}\n", + "{\"_question\": \"Do I meet the qualifications for EB-2? I have a 4 year bachelor's degree from India and 7 years of experience. My company has applied for a green card in EB-3 and my I-140 has already been approved. My priority date is September 2010. My company's name has changed and they are saying that the process needs to be restarted from the PERM, but I can keep my same priority date. I asked lawyers to see if I'm eligible for EB-2 and they said no. My job description says bachelor's degree and 3 or 5 years of experience, so the lawyers are saying no. Their argument is that the USCIS would deny the application, indicating that the job could be done by someone with 3 years of experience. Am I qualified for EB-2?\",\n", + "\"_answer\": \"Take these points into consideration. First, a change in the name of the employer does not necessitate starting the green card process over again. Second, if the sponsoring employer discontinues business operations, the USCIS may take away your priority date. And, third, the job must require 5 years of experience.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a 4 year bachelor's degree from India and 7 years experience. My company applied for GC in EB-3 and my I-140 is approved, with a priority date of September 2010. The company name has since changed and they are saying the process needs to be restarted from the PERM, but I can keep my same priority date. The lawyers I asked said no, due to my job description requiring either 3 or 5 years of experience. Am I qualified for EB-2 and will USCIS deny my application for this reason?\",\n", - "\"_answer\": \"Remember these points: first, a change in the employer's name does not mean the green card process must start again; second, if the sponsoring employer stops business operations, USCIS can take away your priority date; and third, the job must necessitate 5 years of experience for qualification.\"} \n", + "{\"_question\": \"Do I qualify for EB-2? I have an Indian bachelor's degree that took 4 years to complete and 7 years of work experience. My employer has applied for a green card under EB-3 and my I-140 has been approved. My priority date is September 2010. My employer's name has been changed and they say the process must be restarted from the PERM, but I can keep the same priority date. I asked lawyers to determine if I am eligible for EB-2 and they said no. The job description states that a bachelor's degree and 3 or 5 years of experience is required, so the lawyers said no. They argue that USCIS would deny the application because the job can be done by someone with 3 years of experience. Am I eligible for EB-2?\",\n", + "\"_answer\": \"Take the following into account. First, a change in the employer's name does not mean the green card process must be restarted. Second, the USCIS may revoke your priority date if the sponsoring employer ceases operations. Lastly, the job must require 5 years of experience.\"} \n", "\n", "\n", "\n", @@ -2932,16 +2771,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"Would I be able to start the green card process over again under the EB-2 category if I have a Bachelor's degree from India and 8 years of work experience in the US? What is the process if I decide to do this?\",\n", - "\"_answer\": \"If you have more than 5 years of experience after obtaining a 4-year degree, you may be able to restart the green card process under the EB-2 category and port your priority date. This means you would need to go through the PERM and I-140 steps again for an EB-2 level job.\"}\n", - "\n", - "######\n", - "{\"_question\": \"Can I restart the green card process with an EB-2 category if I have a Bachelor's degree from India and 8 years of work experience in the US? What would the steps be if I decided to do this?\",\n", - "\"_answer\": \"If you have more than 5 years of experience after obtaining a 4-year degree, it may be possible to begin the green card process again with an EB-2 category and port your priority date. This would involve completing the PERM and I-140 again for an EB-2 level job.\"}\n", + "{\"_question\": \"Can I reapply for a green card under the EB-2 category if my labor was initially filed in EB-3 and my priority date is October 2003? I have a Bachelor's degree from India and 8 years of work experience in the US, 5 in India. What is the process for filing a new EB-2?\",\n", + "\"_answer\": \"Individuals with 5+ years of experience after a 4-year degree may be able to start the green card process anew under EB-2 and port their priority date. Essentially, you would need to submit a new PERM and I-140 for an EB-2 level job.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it feasible to restart the green card process under the EB-2 category if I have a Bachelor's degree from India and 8 years of work experience in the US? What would I need to do if I chose to do this?\",\n", - "\"_answer\": \"If you have more than 5 years of experience after getting a 4-year degree, it may be possible to restart the green card process under the EB-2 category and port your priority date. This would include going through the PERM and I-140 again for an EB-2 level job.\"} \n", + "{\"_question\": \"Is it possible for me to obtain a green card again using the EB-2 category if I initially applied for an EB-3 and my priority date is October 2003? I have a Bachelor's degree from India and 8 years of experience in the US, 5 in India. What would I need to do to file a new EB-2?\",\n", + "\"_answer\": \"People with more than 5 years of work history after a 4-year degree may be able to restart the green card process under EB-2 and port their priority date. Basically, you would need to submit a new PERM and I-140 for an EB-2 level job.\"} \n", "\n", "\n", "\n", @@ -2949,9 +2784,17 @@ "\n", "\n", "\n", - "######{\"_question\":\"Can you skip the perm requirement when you go through the eb-2 category?\", \"_answer\":\"You can avoid the need for perm if you are eligible for a national interest waiver under the eb-2 category.\"}\n", - "######{\"_question\":\"Is it possible to bypass the perm process when you use the eb-2 category?\", \"_answer\":\"If you are eligible for a national interest waiver under the eb-2 category, you can avoid the need for perm.\"}\n", - "######{\"_question\":\"Can you avoid the perm requirement if you use the eb-2 category?\", \"_answer\":\"You can bypass the perm process if you are eligible for a national interest waiver within the eb-2 category.\"} \n", + "######\n", + "{\"_question\": \"Can you bypass the perm requirement by applying through the EB-2 category?\",\n", + "\"_answer\": \"It is possible to avoid the perm if you are applying for a national interest waiver under the EB-2 category.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is there a way to bypass the perm requirement by filing under EB-2?\",\n", + "\"_answer\": \"It is possible to sidestep the perm if you are eligible for a national interest waiver in the EB-2 category.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Is there an alternative to the perm process by filing in the EB-2 category?\",\n", + "\"_answer\": \"You may be able to circumvent the perm if you meet the requirements for a national interest waiver in the EB-2 category.\"} \n", "\n", "\n", "\n", @@ -2960,12 +2803,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"what are the chances of success for an eb-2 application, taking into account a master's equivalency and 5 years progressive experience?\",\n", - "\"_answer\": \"it all depends on the lawyers. ensure that your legal counsel is thorough and has considered every possible outcome. make sure that the job description is accurate and honest.\"}\n", + "{\"_question\": \"what is the best approach to take when it comes to an EB-2 application? Is it more likely to be approved or faster to go with the master's equivalency (BS graduate evaluated in university to be master's equivalent) or the 5 years progressive experience?\",\n", + "\"_answer\": \"It is important to have a lawyer who is thorough and can plan for any potential issues that may arise. Make sure the job is accurately described in the application.\"}\n", + "\n", + "######\n", + "{\"_question\": \"what is the most successful way to submit an EB-2 application? Is it more advantageous to go with the master's equivalency (BS graduate evaluated in university to be master's equivalent) or the 5 years progressive experience?\",\n", + "\"_answer\": \"The lawyer's attention to detail is key. Ensure that the job is accurately represented in the application to the best of your ability.\"}\n", "\n", "######\n", - "{\"_question\": \"which is more likely to be approved faster for an eb-2 application, a master's equivalency or 5 years progressive experience?\",\n", - "\"_answer\": \"the accuracy of the job description and the level of preparation of your lawyers will be the deciding factors. make sure your counsel is very thorough and has covered all contingencies.\"} \n", + "{\"_question\": \"what would be the best way to approach an EB-2 application? Is it more likely to be approved if you go with the master's equivalency (BS graduate evaluated in university to be master's equivalent) or the 5 years progressive experience?\",\n", + "\"_answer\": \"Your lawyer's preparation is critical. Make sure that the job is accurately described in the application to the USCIS.\"} \n", "\n", "\n", "\n", @@ -2974,12 +2821,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Is it possible to apply for an EB-2 visa with the same employer if I have been working for them for more than 10 years and my prior experience and education from India is equivalent to a US bachelor's degree?\",\n", - "\"_answer\": \"Yes, if the job you are applying for is more than 50% different than the job you were performing with the same employer.\"}\n", + "{\"_question\": \"Is it possible to move from EB-3 to EB-2 with the same employer given my PD is EB-3 from December 2007?\",\n", + "\"_answer\": \"Yes, if the job offered is more than 50% distinct from the job you have been doing with your current employer.\"}\n", + "\n", + "######\n", + "{\"_question\": \"If I have a PD of EB-3 from December 2007 and I have three years of experience with my current employer, can I apply for EB-2 with the same employer?\",\n", + "\"_answer\": \"Yes, it is possible as long as the job you are offered is significantly different from the job you have been doing with the same employer.\"}\n", "\n", "######\n", - "{\"_question\": \"I have been with the same employer for over a decade and I have a PD of December 2007 for EB-3. I have three years of experience from before joining this employer and three plus two years of education from India which is equivalent to a US bachelor's degree. Could I apply for an EB-2 visa with the same employer using the experience gained from them?\",\n", - "\"_answer\": \"Yes, you can if the role you are applying for is more than 50% different than the job you were doing with the same employer.\"} \n", + "{\"_question\": \"Can I switch from EB-3 to EB-2 with the same employer if I have a PD of EB-3 from December 2007 and I have been working for the same employer for three years?\",\n", + "\"_answer\": \"Yes, you can apply for the EB-2 position provided the job duties are more than 50% different than what you have been doing for the same employer.\"} \n", "\n", "\n", "\n", @@ -2988,12 +2839,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I be qualified for the EB-2 visa or is it too soon for green card eligibility? I am a professor at a large US university and have been here for nine months on an H1B. I have 16 years of professional experience in Europe, 20 papers, and one book. Am I eligible for EB2 or would it be too early to apply for the green card?\",\n", - "\"_answer\": \"You are eligible for the EB2 visa and you should submit your application as soon as possible. Professors can reuse existing advertisements if they file the PERM within 18 months of when the job was offered. You should also have your resume evaluated for a concurrent EB1 application.\"}\n", + "{\"_question\": \"Do I have the prerequisites for an EB-2 visa or is it too soon to apply for a green card? I'm currently a professor at a major US university and have been for nine months on an H1B. I have a physicianate and a PhD, sixteen years of professional experience in Europe, twenty papers, and one book. Am I qualified for EB-2 or is it too soon to apply for a green card?\",\n", + "\"_answer\": \"You absolutely qualify for EB-2 and you should submit your application as soon as you can. Professors can re-use existing postings if they filepermwithin eighteen months of when the job was offered to them. You should also have your resume evaluated for a concurrent EB1 application.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I qualified for the EB-2 visa or is it too soon to apply for a green card? I'm a professor at a major US university, and I've been here for nine months on an H1B. I have 16 years of professional experience in Europe, 20 papers, and one book. Am I eligible for the EB2 or would it be too early to apply for the green card?\",\n", - "\"_answer\": \"You are eligible for the EB2 visa and you should submit your application as soon as possible. Professors can reuse existing job postings if they file the PERM within 18 months of when the job was offered. Additionally, you should have your resume examined for a concurrent EB1 application.\"} \n", + "{\"_question\": \"Do I meet the criteria for an EB-2 visa or is it too soon to submit for a green card? I am currently a professor at a major US university and have been for nine months on an H1B. I have a doctorate and a PhD, sixteen years of professional experience in Europe, twenty papers, and one book. Am I qualified for EB-2 or is it too soon to file for a green card?\",\n", + "\"_answer\": \"You are definitely qualified for EB-2 and you should make your application as soon as possible. Professorial positions can reuse existing postings if they filepermwithin eighteen months of when the job was offered to them. You should also have your resume checked for a concurrent EB1 application.\"} \n", "\n", "\n", "\n", @@ -3002,11 +2853,15 @@ "\n", "\n", "######\n", - "{\"_question\": \"am i eligible for eb-2 ? i completed my 3 year bachelor of computer science degree in india in june 2005 and started a master of computer applications program (m.c.a) in india in aug 2005 (3 year program). while in the middle of my master's degree, i began a full time job in a software company in jan 2006 and got my master of computer applications (3 year degree) in 2008. i worked with the same company in a full time position until dec 2010 (5 years). after that, i moved to the US and have been employed at a US-based company for 7 months as a full time employee (total experience 5 years 7 months). do i meet the requirements for eb-2?\",\n", + "{\"_question\": \"am i eligible for eb-2 ? i finished a three-year bachelor's degree in computer science from india in june 2005. afterwards, i started a master's program in computer applications (m.c.a) in india in august 2005 (3 year program). while still in school, i took a full-time position in a software company in january 2006. i was given my master's degree in computer applications (3 year degree) in 2008, and remained employed with the same company in a full-time role until december 2010 (5 years). after that, i moved to the United States and have been working with a US-based company for 7 months as a full-time employee (total experience 5 years 7 months). do i meet the criteria for eb-2?\",\n", + "\"_answer\": \"you qualify.\"}\n", + "\n", + "######\n", + "{\"_question\": \"am i suitable for eb-2 ? i earned a three-year bachelor of computer science degree from india in june 2005. then i enrolled in a master of computer applications program (m.c.a) in india in august 2005 (3 year program). while still studying, i accepted a full-time job in a software company in january 2006. i was awarded my master of computer applications (3 year degree) in 2008, and worked with the same company in a full-time capacity until december 2010 (5 years). after that, i relocated to the US and am currently employed with a US-based company for 7 months as a full-time employee (total experience 5 years 7 months). do i qualify for eb-2?\",\n", "\"_answer\": \"you qualify.\"}\n", "\n", "######\n", - "{\"_question\": \"am i able to apply for eb-2 ? i earned my 3 year bachelor of computer science degree from india in june 2005 and then started a master of computer applications program (m.c.a) in india in aug 2005 (3 year program). while still doing my master's degree, i started a full time job in a software company in jan 2006. i was given my master of computer applications (3 year degree) in 2008, and stayed with the same company in a full time role until dec 2010 (5 years). after that, i moved to the US and have been employed at a US-based company for 7 months as a full time employee (total experience 5 years 7 months). do i satisfy the requirements for eb-2?\",\n", + "{\"_question\": \"am i eligible for eb-2 ? i attained a three-year bachelor of computer science degree from india in june 2005. then i joined a master of computer applications program (m.c.a) in india in august 2005 (3 year program). while still studying, i obtained a full-time job in a software company in january 2006. i was presented with my master of computer applications (3 year degree) in 2008, and stayed with the same company in a full-time job until december 2010 (5 years). after that, i moved to the US and have been working with a US-based company for 7 months as a full-time employee (total experience 5 years 7 months). do i meet the criteria for eb-2?\",\n", "\"_answer\": \"you qualify.\"} \n", "\n", "\n", @@ -3016,16 +2871,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"What are the odds of me obtaining an EB2 visa with my qualifications? I have a B.Sc. from Israel (06/2002), and from 10/2002 I was working as a QA engineer at the same time I was studying for my M.Sc. I stopped my M.Sc. in the middle and joined the company I am currently working for. After three years, I was relocated to the US. I have been living in the US for four years and am now considering applying for a green card. The law firm my company works with believes I should apply for an EB3 visa. What are my chances of getting an EB2 visa with my B.Sc. from Israel, plus 1.5 years as a QA engineer in Israel, three years of development in Israel, and four years of development in the US?\",\n", - "\"_answer\": \"Your degree must be equivalent to a US Bachelor's degree in order to be eligible for an EB2 visa, and incomplete degrees are not accepted.\"}\n", + "{\"_question\": \"What are the odds of me obtaining an EB2 visa with my qualifications? I have a Bachelor's degree from Israel, which I obtained in 2002. At the same time, I started a Master's degree and was working as a QA Engineer for 1.5 years. I stopped my Master's degree and joined the company I am currently working for. After three years, I was relocated to the United States and have been here for four years. My company's legal team believes that I should apply for an EB3 visa. What are my chances of getting an EB2 visa with my qualifications?\", \n", + "\"_answer\": \"Your degree must be equivalent to a US Bachelor's degree. Unfinished degrees are not eligible for an EB2 visa.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the prospects of me being granted an EB2 visa with my educational background? I earned my B.Sc. from Israel in 06/2002, and at the same time I was working as a QA engineer and studying for my M.Sc. I abandoned my M.Sc. and joined the company I am still employed with. After three years, I was relocated to the US, and I have been living here for four years. I am now thinking of applying for a green card. The law firm that my company works with thinks I should apply for an EB3 visa. How likely is it that I will be given an EB2 visa with my B.Sc. from Israel, plus 1.5 years of QA engineering in Israel, three years of development in Israel, and four years of development in the US?\",\n", - "\"_answer\": \"Your degree must be equal to a US Bachelor's degree in order to get an EB2 visa, and incomplete degrees are not considered.\"}\n", - "\n", - "######\n", - "{\"_question\": \"What are the chances of me obtaining an EB2 visa given my educational background? I obtained a B.Sc. from Israel in 06/2002, and simultaneously I was working as a QA engineer and studying for my M.Sc. I gave up my M.Sc. and joined the company I am still working with. After three years, I was relocated to the US, and I have been living here for four years. I am now contemplating applying for a green card. The law firm that my company works with believes I should apply for an EB3 visa. What are the odds of me getting an EB2 visa with my B.Sc. from Israel, plus 1.5 years of QA engineering in Israel, three years of development in Israel, and four years of development in the US?\",\n", - "\"_answer\": \"Your degree must be equivalent to a US Bachelor's degree in order to be eligible for an EB2 visa, and incomplete degrees are not accepted.\"} \n", + "{\"_question\": \"What is the likelihood that I will receive an EB2 visa? I got my Bachelor's from Israel in 2002 and at the same time I began a Master's program and was employed as a QA Engineer for 1.5 years. I put a halt to my Master's and joined the firm I am currently employed with. After three years, I was relocated to the United States and have been here for four years. My company's legal team believes that I should go for an EB3 visa. What are the chances that I will get an EB2 visa with my qualifications?\", \n", + "\"_answer\": \"Your degree must be comparable to a US Bachelor's degree. Unfinished degrees do not qualify for an EB2 visa.\"} \n", "\n", "\n", "\n", @@ -3034,16 +2885,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can my past experience be used for an EB-2 qualification?\",\n", - "\"_answer\": \"It is not necessary to have continuous employment, but if the job you had before and the job you will have after the green card are more than 50% different, then the experience can be counted.\"}\n", + "{\"_question\": \"How does my prior experience factor in for EB-2?\", \n", + "\"_answer\": \"You can use the experience with the same employer only if the job you used to perform and the job you will perform after the green card are more than 50% different, but continuous employment is not a requirement.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible to use my previous work experience for an EB-2?\",\n", - "\"_answer\": \"Continuous employment is not a requirement, but if the job duties you had prior to and after the green card are more than 50% distinct, then the experience can be considered.\"}\n", + "{\"_question\": \"For EB-2, can I count the years of experience prior to rejoining my current employer?\", \n", + "\"_answer\": \"Yes, as long as the job you used to perform and the job you will perform after the green card are more than 50% different, you can use the experience with the same employer even if you have not been continuously employed.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it possible to use my prior work experience for an EB-2?\",\n", - "\"_answer\": \"No need for continuous employment, but if the job you did before and the job you will do after the green card are more than 50% different, then the experience can be taken into account.\"} \n", + "{\"_question\": \"Do I need to have been continuously employed for my prior experience to count for EB-2?\", \n", + "\"_answer\": \"No, you can still use the experience with the same employer if the job you used to perform and the job you will perform after the green card are more than 50% different.\"} \n", "\n", "\n", "\n", @@ -3052,16 +2903,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Is it possible to preserve my priority date if I switch to a new company (B) after the I-140 application was approved on August 8th, 2008 with an EB2 priority date of March 7th, 2008 and my H-1 is in its 8th year expiring on May 12th, 2021?\",\n", - "\"_answer\": \"Yes, you can retain your priority date as long as the sponsoring employer does not revoke your I-140, go out of business and USCIS does not revoke the I-140 or the I-140 for fraud.\"}\n", + "{\"_question\": \"Can I keep my priority date if I move to a new company after my I-140 application was approved on August 8th, 2008 with an EB2 priority date of March 7th, 2008 and my H-1 visa is in its 8th year expiring on May 12th, 2021?\",\n", + "\"_answer\": \"Yes, you can retain your priority date as long as the original sponsoring employer does not revoke your I-140, go out of business, and the USCIS does not revoke the I-140 for fraud.\"}\n", "\n", "######\n", - "{\"_question\": \"If I transition to a different company (B) after my I-140 application was accepted on August 8th, 2008 with an EB2 priority date of March 7th, 2008 and my H-1 is in its 8th year ending on May 12th, 2021, can I still keep my priority date from my current company (A)?\",\n", - "\"_answer\": \"Yes, you can maintain your priority date as long as the sponsoring employer does not cancel your I-140, go bankrupt and USCIS does not cancel the I-140 or the I-140 for fraud.\"}\n", + "{\"_question\": \"If I switch jobs after my I-140 approval on August 8th, 2008 with an EB2 priority date of March 7th, 2008 and my H-1 visa is in its 8th year expiring on May 12th, 2021, can I preserve my priority date from my current company?\",\n", + "\"_answer\": \"Yes, you may retain your priority date provided that the sponsoring employer does not revoke your I-140, the business does not close, and the USCIS does not revoke the I-140 for fraud.\"}\n", "\n", "######\n", - "{\"_question\": \"After I-140 approval on August 8th, 2008 with an EB2 priority date of March 7th, 2008 and my H-1 in its 8th year expiring on May 12th, 2021, am I able to keep my priority date if I move to another company (B)?\",\n", - "\"_answer\": \"Yes, you can retain your priority date provided that the sponsoring employer does not revoke your I-140, go out of business and USCIS does not revoke the I-140 or the I-140 for fraud.\"} \n", + "{\"_question\": \"I have an I-140 approval from August 8th, 2008 with an EB2 priority date of March 7th, 2008 and my H-1 visa is in its 8th year expiring on May 12th, 2021. If I switch jobs, can I still keep my priority date from my current company?\",\n", + "\"_answer\": \"Yes, you can maintain your priority date as long as the sponsoring employer does not cancel your I-140, the business does not shut down, and the USCIS does not revoke the I-140 for fraudulent reasons.\"} \n", "\n", "\n", "\n", @@ -3070,16 +2921,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What are the costs associated with an employment-based green card application in the EB2 category?\",\n", - "\"_answer\": \"The employer is required by law to pay for all costs related to the PERM process, but not the remainder of the green card application.\"}\n", + "{\"_question\": \"What costs are the employer responsible for with regards to an employment-based green card application in the EB2 category?\",\n", + "\"_answer\": \"The employer is obligated to pay for all expenses related to the PERM process, such as attorney's fees, filing fees, advertising fees, EAD, and advance parole fees.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the responsibility of the employer with regards to expenses related to an EB2 green card application?\",\n", - "\"_answer\": \"The employer is obligated to cover all costs associated with the PERM process, but not the other parts of the green card application.\"}\n", + "{\"_question\": \"Is it permissible for the employee to cover the costs of the entire green card process, including attorney's fees, filing fees for all stages, advertising fees, EAD, and advance parole fees?\",\n", + "\"_answer\": \"No, the employer is responsible for paying for all costs associated with the PERM process, but not the rest of the green card process.\"}\n", "\n", "######\n", - "{\"_question\": \"My employer has agreed to make an EB2 green card application, but they want me to cover the expenses. What are the financial obligations of the employer in this situation?\",\n", - "\"_answer\": \"The employer is legally mandated to pay for all expenses related to the PERM process, but not the other stages of the green card application.\"} \n", + "{\"_question\": \"What expenses are the employer required to pay for in regards to an employment-based green card application in the EB2 category?\",\n", + "\"_answer\": \"The employer must cover all costs related to the PERM process, such as attorney's fees, filing fees, advertising fees, EAD, and advance parole fees.\"} \n", "\n", "\n", "\n", @@ -3088,12 +2939,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for EB-2 if I have a 3 year Bachelor's degree in Computer Science, 2 year Master's degree in Information Technology, and have been working since January 2000?\",\n", - "\"_answer\": \"Yes, you could qualify for EB-2 with a Bachelor's degree plus 5 years of progressive experience.\"}\n", + "{\"_question\": \"Do I meet the requirements for an EB-2 visa given my educational background and work experience?\",\n", + "\"_answer\": \"Yes, you may qualify for an EB-2 visa with a bachelor's degree plus five years of progressive experience.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a 3 year Bachelor's degree in Computer Science and a 2 year Master's degree in Information Technology, and I have been employed since January 2000. Am I eligible for EB-2?\",\n", - "\"_answer\": \"Yes, your qualifications would meet the criteria for EB-2 with a Bachelor's degree plus 5 years of progressive experience.\"} \n", + "{\"_question\": \"Do I have the qualifications for an EB-2 visa based on my education and professional history?\",\n", + "\"_answer\": \"You could be eligible for an EB-2 visa with a bachelor's degree and five years of progressive work.\"} \n", "\n", "\n", "\n", @@ -3102,12 +2953,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I include skills I acquired after working for the company sponsoring my green card in the job description for the EB-2? I have been with the company for 2.5 years and some of the requirements for the job were achieved while I was there.\",\n", - "\"_answer\": \"It is permissible to use these after-acquired abilities as long as the job before and the green card job are more than 50% different.\"}\n", + "{\"_question\": \"Can I include experiences/skills I've acquired while working with the company sponsoring my green card on the job description for the EB-2? Do I have to have already acquired the skills before?\",\n", + "\"_answer\": \"It is possible to use the skills you have acquired after starting your job if the two roles are more than 50% different.\"}\n", + "\n", + "######\n", + "{\"_question\": \"What if I want to use the skills I learned while working with the company sponsoring my green card for the job description of the EB-2? Do I need to have obtained the skills beforehand?\",\n", + "\"_answer\": \"You can utilize the skills you have obtained since beginning your job if the two positions differ by more than 50%.\"}\n", "\n", "######\n", - "{\"_question\": \"If I've been with the company sponsoring my green card for the past 2.5 years and some of the requirements of the job I'm applying for were acquired while I was there, can I include them in the job description for the EB-2?\",\n", - "\"_answer\": \"You may list these newly acquired skills as long as the job prior and the green card job are more than 50% dissimilar.\"} \n", + "{\"_question\": \"Can I include the experiences/skills I gained while working with the company sponsoring my green card on the job description for the EB-2? Must I have already acquired the skills before?\",\n", + "\"_answer\": \"It is possible to use the skills you have acquired after beginning your job if the two roles differ by more than 50%.\"} \n", "\n", "\n", "\n", @@ -3116,16 +2971,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Am I eligible to commence the green card process with my current employer while I am on OPT status? Can I apply for EB2? I have two years of IT experience in India. If not, do I have to wait for H1B? Does the green card process depend on H1B?\",\n", - "\"_answer\": \"This inquiry necessitates your attorneys to evaluate the case. Generally, nothing hinders you from filing a PERM application while on OPT and an EB2 appears feasible.\"}\n", + "{\"_question\": \"Can I apply for a green card while on OPT status? I recently graduated with my master's degree and have been working at my current company for two months. Is it necessary for me to wait until I receive my H1B before I can file a green card application, or can I file now? I have two years of IT experience in India.\",\n", + "\"_answer\": \"This is something that needs to be evaluated by your lawyer. Generally, you can submit a PERM application while on OPT, and an EB2 is a possibility.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I begin the green card process with my present employer while I am in OPT status? Is it possible to file for EB2? I have two years of IT background in India. If not, do I have to wait until I get H1B? Is the green card process dependent on H1B?\",\n", - "\"_answer\": \"This query requires your lawyers to assess the case. In general, nothing stops you from submitting a PERM application while on OPT and an EB2 appears possible.\"}\n", + "{\"_question\": \"Am I eligible to apply for a green card with my current employer while I'm in OPT status? I finished my master's degree last summer and have been employed for two months. Do I need to wait until I get my H1B to start the green card process, or can I file now? I have two years of IT experience in India.\",\n", + "\"_answer\": \"This is something that your lawyer would need to assess. Generally speaking, you can submit a PERM application while on OPT and an EB2 is likely a possibility.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I qualified to initiate the green card process with my current employer while I am on OPT status? Can I apply for EB2? I have two years of IT experience in India. If not, do I have to wait for H1B? Is the green card process contingent on H1B?\",\n", - "\"_answer\": \"This inquiry necessitates your attorneys to examine the case. Generally, nothing obstructs you from filing a PERM application while on OPT and an EB2 appears viable.\"} \n", + "{\"_question\": \"Can I file for a green card while I'm on OPT status? I recently graduated with my master's degree and have been with my current employer for two months. Is it necessary for me to wait until I receive my H1B before I can submit a green card application, or can I file now? I have two years of IT experience in India.\",\n", + "\"_answer\": \"This requires your lawyer to evaluate the case. Generally, you can put in a PERM application while on OPT and an EB2 is likely an option.\"} \n", "\n", "\n", "\n", @@ -3134,16 +2989,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I switch from EB3 to EB2 category?\",\n", - "\"_answer\": \"Yes, it is possible to transfer your green card status from EB3 to EB2, however, the process must be restarted from the beginning.\"}\n", + "{\"_question\": \"Can I change my green card category from EB3 to EB2?\",\n", + "\"_answer\": \"Yes, it is possible to switch your green card category from EB3 to EB2, however the process must start again from PERM.\"}\n", "\n", "######\n", - "{\"_question\": \"Is there a way to move from EB3 to EB2?\",\n", - "\"_answer\": \"Yes, it is achievable to change your green card status from EB3 to EB2, however, the application must be restarted from the start.\"}\n", + "{\"_question\": \"Is it feasible to switch my EB3 green card to EB2?\",\n", + "\"_answer\": \"Yes, it is achievable to alter your EB3 green card to EB2, but the process has to be initiated again from PERM.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I change my category from EB3 to EB2?\",\n", - "\"_answer\": \"Yes, it is possible to alter your green card status from EB3 to EB2, but the procedure must be restarted from perm.\"} \n", + "{\"_question\": \"Is it doable to alter my EB3 green card to EB2?\",\n", + "\"_answer\": \"Yes, it is possible to modify your EB3 green card to EB2, however the procedure must commence again from PERM.\"} \n", "\n", "\n", "\n", @@ -3152,16 +3007,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"is it possible to apply for a green card in the eb-2 category? i have a BSc from India and a two year diploma from NIIT, which is considered a master's degree in H1 and L1. I have ten years of experience. Can I apply for a green card in the eb-2 category?\",\n", - "\"_answer\": \"It's hard to say, diplomas can be tricky. It's unlikely you'll be able to get a green card in the eb-2 category.\"}\n", + "{\"_question\": \"is it possible to submit an application for green card under eb-2 category? i have a bsc degree from india and a 2 year diploma from niit (in h1 and l1 they treated my diploma as a master's degree). i also have 10 years of experience. can i submit a green card application under eb-2 category?\", \n", + "\"_answer\": \"it is difficult to tell with a diploma. i don't think eb-2 is likely.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for a green card in the eb-2 category? I have a Bachelor's from India and a two year diploma from NIIT, which is considered a master's degree in H1 and L1. I have ten years of experience. Am I able to get a green card in the eb-2 category?\",\n", - "\"_answer\": \"It's unpredictable with diplomas. It doesn't seem likely that you can get a green card in the eb-2 category.\"}\n", + "{\"_question\": \"am i able to apply for a green card in the eb-2 category? i have a bsc from india and a 2 year diploma from niit (in h1 and l1 they counted my diploma as a master's degree). i have 10 years of experience. am i able to apply for a green card in the eb-2 category?\", \n", + "\"_answer\": \"it is hard to say with a diploma. i don't think eb-2 is viable.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I get a green card in the eb-2 category? I have a Bachelor's from India and a two year diploma from NIIT, which is considered a master's degree in H1 and L1. I have ten years of experience. Is it possible to apply for a green card in the eb-2 category?\",\n", - "\"_answer\": \"It's hard to tell with diplomas. It's unlikely you'll be able to get a green card in the eb-2 category.\"} \n", + "{\"_question\": \"am i qualified to apply for a green card in eb-2 category? i possess a bsc from india and a 2 year diploma from niit (in h1 and l1 they considered my diploma as a master degree). i also have 10 years of experience. am i eligible to apply for a green card in eb-2 category?\", \n", + "\"_answer\": \"it is hard to predict with a diploma. i don't think eb-2 is feasible.\"} \n", "\n", "\n", "\n", @@ -3170,15 +3025,15 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for EB2? I have a Bachelor of Engineering (4 years) in Computer Science from India and 7.5 years of experience in the relevant field. Can I apply for a Green Card in the EB2 category?\",\n", - "\"_answer\": \"It looks like you are qualified for EB-2.\"}\n", + "{\"_question\":\"Can I be eligible for EB2? I have a Bachelor's degree in Computer Science from India and 7.5 years of experience in the same field. Am I eligible to apply for a Green Card in the EB2 category?\",\n", + "\"_answer\": \"It looks like you meet the requirements for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I qualified to apply for EB2? I possess a Bachelor of Engineering (4 years) in Computer Science from India and have 7.5 years of experience in the related field. Can I submit an application for a Green Card in the EB2 group?\",\n", - "\"_answer\": \"It appears that you are eligible for EB-2.\"}\n", + "{\"_question\":\"Do I qualify for EB2? I possess a Bachelor's degree in Computer Science from India and 7.5 years of experience in the related field. Am I allowed to apply for a Green Card in the EB2 category?\",\n", + "\"_answer\": \"It appears you are eligible for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I qualify to apply for EB2? I hold a Bachelor of Engineering (4 years) in Computer Science from India and have 7.5 years of experience in the related area. Am I able to apply for a Green Card in the EB2 category?\",\n", + "{\"_question\":\"Do I meet the criteria for EB2? I have a Bachelor's degree in Computer Science from India and 7.5 years of experience in the same field. Can I submit an application for a Green Card in the EB2 category?\",\n", "\"_answer\": \"You seem to be qualified for EB-2.\"} \n", "\n", "\n", @@ -3188,16 +3043,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for the EB-2 category? I am currently employed as a mechanical engineer for a large company and am transitioning to a product development engineer role within the same company. The job requires a BS degree plus two to five years of experience. I have a bachelor's degree that took four years to complete, a master's degree from the US, one year and four months of research assistant experience, ten months of teaching assistant experience, and three years and seven months of experience as a mechanical engineer. Is this sufficient to qualify for the EB-2 category?\",\n", - "\"_answer\": \"The minimum requirements for the job are two years of experience, so you do not qualify for EB-2.\"}\n", + "{\"_question\": \"Am I eligible for the EB-2 category? I am currently employed as a Mechanical Engineer at one of the largest companies and I am transitioning to a Product Development Engineer role within the same company. The job requirements are a Bachelor's degree plus 2-5 years of experience. I have a Bachelor's degree of 4 years, a Master's degree from the US, 1 year and 4 months of research assistant experience, 10 months of teaching assistant experience, and 3 years and 7 months of experience as a Mechanical Engineer. \",\n", + "\"_answer\": \"You meet the minimum requirements for the job which is 2 years of experience, so you are eligible for the EB-2 category.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I meet the criteria for the EB-2 category? I'm currently employed as a mechanical engineer at a large company and am transitioning to a product development engineer role within the same company. The job requires a Bachelor's degree plus two to five years of experience. I have a Bachelor's degree that took four years to complete, a Master's degree from the US, one year and four months of research assistant experience, ten months of teaching assistant experience, and three years and seven months of experience as a mechanical engineer. Am I eligible for the EB-2 category?\",\n", - "\"_answer\": \"The job has a minimum requirement of two years of experience, so you do not qualify for EB-2.\"}\n", + "{\"_question\": \"Do I qualify for the EB-2 category? I have been working as a Mechanical Engineer at one of the biggest companies and am now transitioning to a Product Development Engineer role with the same company. The job requirements are a Bachelor's degree and 2-5 years of experience. My educational background includes a Bachelor's degree of 4 years, a Master's degree from the US, 1 year and 4 months of research assistant experience, 10 months of teaching assistant experience, and 3 years and 7 months of experience as a Mechanical Engineer. \",\n", + "\"_answer\": \"You fulfill the minimum requirements for the job which is 2 years of experience, so you are eligible for the EB-2 category.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I qualified for EB-2 category? I am currently employed as a mechanical engineer for a major company and am transitioning to a product development engineer role in the same company. The job requires a BS degree plus two to five years of experience. I have a bachelor's degree that took four years to complete, a master's degree from the US, one year and four months of research assistant experience, ten months of teaching assistant experience, and three years and seven months of experience as a mechanical engineer. Do I meet the criteria for the EB-2 category?\",\n", - "\"_answer\": \"The job has a minimum requirement of two years of experience, so you are not eligible for EB-2.\"} \n", + "{\"_question\": \"Am I qualified for the EB-2 category? I have been employed as a Mechanical Engineer at one of the largest companies and am now transitioning to a Product Development Engineer role in the same company. The job requires a Bachelor's degree and 2-5 years of experience. My educational background includes a Bachelor's degree of 4 years, a Master's degree from the US, 1 year and 4 months of research assistant experience, 10 months of teaching assistant experience, and 3 years and 7 months of experience as a Mechanical Engineer. \",\n", + "\"_answer\": \"You meet the minimum qualifications for the job which is 2 years of experience, so you are eligible for the EB-2 category.\"} \n", "\n", "\n", "\n", @@ -3206,16 +3061,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I apply for an EB-2 visa if I have a 3-year bachelor's degree in computer science and a 2-year master's degree in computer science from India?\",\n", - "\"_answer\": \"It is a possibility, however your lawyer must decide which option is best for you: assess the two qualifications to be equal to a bachelor's degree and use a bachelor's degree plus 5 years for EB-2 or just use the master's degree (risky).\"}\n", + "{\"_question\": \"Can I apply for an EB-2 visa with a bachelor's degree in computer science and a master's degree in computer science from India?\",\n", + "\"_answer\": \"It is a possibility, however your legal representative must evaluate which approach is the best for you: appraise the two degrees to be equal to a bachelor's and use the bachelor's plus 5 years of experience for EB-2 or just use the master's degree (risky).\"}\n", "\n", "######\n", - "{\"_question\": \"I have a 3-year bachelor's degree in computer science and a 2-year master's degree in computer science from India. Is it possible to apply for an EB-2 visa?\",\n", - "\"_answer\": \"It is possible, but your attorney must determine which path is best for you: evaluate the two degrees to be equivalent to a bachelor's degree and use a bachelor's degree plus 5 years for EB-2 or just use the master's degree (risky).\"}\n", + "{\"_question\": \"If I have a 3 year bachelor's degree in computer science and a 2 year master's degree in computer science from India, is it feasible to apply for an EB-2 visa?\",\n", + "\"_answer\": \"It is possible, but your lawyer must assess which course is the ideal one for you: assess the two degrees to be equivalent to a bachelor's and use the bachelor's plus 5 years of experience for EB-2 or just use the master's degree (risky).\"}\n", "\n", "######\n", - "{\"_question\": \"I have a 3-year bachelor's degree in computer science and a 2-year master's degree in computer science from India. What are my options for an EB-2 visa?\",\n", - "\"_answer\": \"Your lawyer must decide which route is best for you: assess the two qualifications to be equal to a bachelor's degree and use a bachelor's degree plus 5 years for EB-2 or just use the master's degree (risky).\"} \n", + "{\"_question\": \"If I have a 3 year bachelor's degree in computer science and a 2 year master's degree in computer science from India, can I apply for an EB-2 visa?\",\n", + "\"_answer\": \"It is a possibility, however your legal representative must determine which route is the best for you: evaluate the two degrees to be equal to a bachelor's and use the bachelor's plus 5 years of experience for EB-2 or just use the master's degree (risky).\"} \n", "\n", "\n", "\n", @@ -3224,16 +3079,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for EB-2? I have a 4-year bachelor's degree in civil engineering and have documented experience in the IT industry for the past 13 years with progressive experience. Can I qualify for EB2 or EB3?\",\n", - "\"_answer\": \"It is possible to qualify for EB2\"}\n", + "{\"_question\": \"Do I fulfill the requirements for EB-2 eligibility with a four-year degree in civil engineering and 13 years of documented progressive experience in the IT industry?\",\n", + "\"_answer\": \"Yes, you can qualify for EB2\"}\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for EB-2? I have a Bachelor's Degree in Civil Engineering and I have been working in the IT field for 13 years with a record of progressive experience. Can I be eligible for EB2 or EB3?\",\n", - "\"_answer\": \"You could be eligible for EB2\"}\n", + "{\"_question\": \"Does my educational background and professional experience meet the criteria for EB2 status?\",\n", + "\"_answer\": \"Yes, you meet the requirements for EB2\"}\n", "\n", "######\n", - "{\"_question\": \"Do I fit the criteria for EB-2? I have a Bachelor of Civil Engineering and have spent the last 13 years in the IT industry with a history of progressive experience. Could I qualify for EB2 or EB3?\",\n", - "\"_answer\": \"It is possible to qualify for EB2\"} \n", + "{\"_question\": \"Am I eligible for EB2 based on my four-year degree in civil engineering and 13 years of documented progress in IT?\",\n", + "\"_answer\": \"Yes, EB2 is possible\"} \n", "\n", "\n", "\n", @@ -3242,31 +3097,34 @@ "\n", "\n", "######\n", - "{\"_question\": \"What about accredited degrees? I have a two-year Bachelor of Commerce degree from my home country and a Chartered Accountant (CA) qualification. I have 10 years of accounting experience plus a Certified Public Accountant (CPA). My firm's lawyers refused to file for an EB-2 visa and insisted on an EB-3. I know two people from another accounting firm with the same credentials (even the same university) who filed for an EB-2 and got their green cards. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a Bachelor of Business Administration (Accounting and Finance) based on my B.Com and CA. But the lawyers insisted that for the green card process, USCIS will not consider the CA.\",\n", - "\"_answer\": \"Your lawyers are right that the CA is not accepted as education by USCIS. Consult a credentials evaluation agency about potential master's degrees.\"}\n", + "{\"_question\": \"What kind of degree do I need for USCIS to accept my credentials? I have a two year B.Com from my home country, a Chartered Accountant certification, and ten years of accounting experience. My firm's lawyers refused to file an EB-2 and insisted on an EB-3. I know two people from another accounting firm with the same credentials (even from the same university) who filed EB-2 and got their green cards. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a BBA in Accounting and Finance based on my B.Com and CA.\", \n", + "\"_answer\": \"Your lawyers are correct that a CA is not accepted as education by USCIS. Speak with a credentials evaluation agency about master's degrees.\"}\n", "\n", "######\n", - "{\"_question\": \"What about accredited degrees? I possess a two-year Bachelor of Commerce from my home country and a Chartered Accountant (CA) certification. I have 10 years of accounting experience and a Certified Public Accountant (CPA). My firm's lawyers refused to file for an EB-2 visa and insisted on an EB-3. I know two people from another accounting firm with the same credentials (even the same university) who filed for an EB-2 and got their green cards. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a Bachelor of Business Administration (Accounting and Finance) based on my B.Com and CA. However, the lawyers asserted that for the green card process, USCIS will not consider the CA.\",\n", - "\"_answer\": \"Your lawyers are accurate that the CA is not accepted as education by USCIS. Speak to a credentials evaluation agency about potential master's degrees.\"}\n", + "{\"_question\": \"What qualifications do I need for USCIS to approve my credentials? I have a two year B.Com from my homeland, a Chartered Accountant certification, and ten years of accounting experience. My firm's lawyers declined to file an EB-2 and insisted on an EB-3. I know two people from another accounting firm with the same credentials (even from the same university) who filed EB-2 and got their green cards. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a BBA in Accounting and Finance based on my B.Com and CA.\", \n", + "\"_answer\": \"Your lawyers are correct that a CA is not accepted as education by USCIS. Consult with a credentials evaluation agency about master's degrees.\"}\n", "\n", "######\n", - "{\"_question\": \"What about accredited degrees? I have a two-year Bachelor of Commerce from my home country and a Chartered Accountant (CA) qualification. I have 10 years of accounting experience plus a Certified Public Accountant (CPA). My firm's lawyers refused to file for an EB-2 visa and insisted on an EB-3. I know two people from another accounting firm with the same credentials (even the same university) who filed for an EB-2 and got their green cards. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a Bachelor of Business Administration (Accounting and Finance) based on my B.Com and CA. But the lawyers insisted that for the green card process, USCIS will not consider the CA.\",\n", - "\"_answer\": \"Your lawyers are correct that the CA is not accepted as education by USCIS. Consult a credentials evaluation agency about potential master's degrees.\"} \n", + "{\"_question\": \"What type of credentials do I need for USCIS to accept? I have a two year B.Com from my home country, a Chartered Accountant certification, and ten years of accounting experience. My firm's lawyers refused to file an EB-2 and insisted on an EB-3. I know two people from another accounting firm with the same credentials (even from the same university) who filed EB-2 and got their green cards. When I got my H1B, I got my foreign credentials evaluated and received equivalence to a BBA in Accounting and Finance based on my B.Com and CA.\", \n", + "\"_answer\": \"Your lawyers are correct that a CA is not accepted as education by USCIS. Speak to a credentials evaluation agency about master's degrees.\"} \n", "\n", "\n", "\n", "50 \n", "\n", "\n", + "\n", "######\n", - "{\"_question\": \"Can I switch jobs and submit the PERM and I-140 under EB-2? Can I instead file the PERM and I-140 under EB2 with a new employer, rather than EB3 with the current one? How risky is the situation? I can stay with my current employer, but it will take another three years to get my GC under EB3. My priority date is February 2007.\",\n", - "\"_answer\": \"You can submit the I-485 in the month when your priority date becomes current (and then get EAD). Priority dates are reported in the Visa Bulletin. I don't see any issues with transferring the priority date if you file an EB-2 through a new employer. As far as the risk is concerned, that should be evaluated by your lawyers.\"}\n", + "{\"_question\": \"Is it possible to move to a new job and file for a green card through the EB-2 category? What potential risks are involved if I stay with my current employer and wait for the EB-3 process to finish, which could take another three years?\", \n", + "\"_answer\": \"It is possible to submit an I-485 when your priority date becomes current (and then receive an EAD). Priority dates are reported in the Visa Bulletin. There should be no problem transferring the priority date if you use the EB-2 category with a new employer. As far as risks, that should be evaluated by your legal advisors.\"}\n", + "\n", "######\n", - "{\"_question\": \"Is it possible to change jobs and submit the PERM and I-140 under EB-2? Can I instead file the PERM and I-140 under EB2 with a new employer, instead of EB3 with the current one? How dangerous is the situation? I can remain with my current employer, but it will take another three years to get my GC under EB3. My priority date is February 2007.\",\n", - "\"_answer\": \"You can file the I-485 in the month when your priority date becomes current (and then get EAD). Priority dates are reported in the Visa Bulletin. I don't observe any problems with transferring the priority date if you file an EB-2 through a new employer. As for the risk, that should be evaluated by your lawyers.\"}\n", + "{\"_question\": \"Can I switch jobs and file the PERM and I-140 under EB-2? Is it risky to stay with my current employer and wait for my green card to be processed through EB-3, which could take three more years?\", \n", + "\"_answer\": \"You can submit the I-485 when your priority date becomes available (and then receive an EAD). Priority dates are reported in the Visa Bulletin. There should be no issue transferring the priority date if you file an EB-2 through a new employer. As far as the risk, that should be discussed with your lawyers.\"}\n", + "\n", "######\n", - "{\"_question\": \"Am I able to switch jobs and file the PERM and I-140 under EB-2? Can I file the PERM and I-140 under EB2 with a new employer, instead of EB3 with the current one? How hazardous is the situation? I can stay with my current employer, but it will take another three years to get my GC under EB3. My priority date is February 2007.\",\n", - "\"_answer\": \"You can submit the I-485 in the month when your priority date becomes current (and then get EAD). Priority dates are reported in the Visa Bulletin. I don't notice any issues with transferring the priority date if you file an EB-2 through a new employer. As for the risk, that should be evaluated by your lawyers.\"} \n", + "{\"_question\": \"Can I switch jobs and use the EB-2 category to file for a green card? What are the potential risks if I stay with my current employer and wait for the EB-3 process to finish, which could take another three years?\", \n", + "\"_answer\": \"It is possible to file an I-485 when your priority date becomes current (and then get an EAD). Priority dates are reported in the Visa Bulletin. There is no problem carrying the priority date forward if you use the EB-2 category with a new employer. As to the risk, that should be evaluated by your attorneys.\"} \n", "\n", "\n", "\n", @@ -3275,16 +3133,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Could I be eligible for an EB-2 visa with my qualifications and experience? If I decide to change employers during the application process, will I have to restart the GC process from the beginning?\",\n", - "\"_answer\": \"It is possible that you may qualify for EB-2 depending on your qualifications and job requirements. If you leave before the I-140 is approved, you will not receive any benefit from the process. However, if you leave after the I-140 is approved, you can transfer your priority date to the new employer.\"}\n", + "{\"_question\": \"Can I qualify for EB-2 if I have a Master's in Biomedical Engineering and work as a Senior Consultant in a company that implements EQMS for Biologics, Medical Device and Pharma companies?\",\n", + "\"_answer\": \"It depends on your qualifications and the job requirements. If you leave before the I-140 is approved, you may not receive any benefit from the process. However, if you leave after the I-140 is approved, you will be able to keep your priority date.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a Master's degree in Biomedical Engineering and I am working as a Senior Consultant in a company that implements EQMS for biologics, medical devices, and pharma companies. Could I get an EB-2 visa with this experience? If I move to a new employer, will I have to restart the Green Card process?\",\n", - "\"_answer\": \"You may be eligible for an EB-2 visa depending on your qualifications and job requirements. If you leave before the I-140 is approved, you will not benefit from the process. However, if you leave after the I-140 is approved, you can transfer your priority date to the new employer.\"}\n", + "{\"_question\": \"I have a Master's in Biomedical Engineering and I am a Senior Consultant for a firm that creates EQMS for Biologics, Medical Device and Pharma companies. Is it possible for me to get an EB-2 visa?\",\n", + "\"_answer\": \"It depends on your qualifications and the job requirements. If you depart before the I-140 is approved, you may not get anything from the process. But if you leave after the I-140 is approved, you can keep your priority date.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a Master's degree in Biomedical Engineering and I am employed as a Senior Consultant in a company that implements EQMS for biologics, medical devices, and pharma companies. If I apply for a Green Card, will I qualify for an EB-2 visa? If I switch employers during the application process, will I have to start the GC process over?\",\n", - "\"_answer\": \"You may be eligible for an EB-2 visa depending on your qualifications and job requirements. If you decide to leave before the I-140 is approved, you will not gain anything from the process. However, if you leave after the I-140 is approved, you can take your priority date to the new employer.\"} \n", + "{\"_question\": \"I have a Master's in Biomedical Engineering and I am a Senior Consultant for a firm that creates EQMS for Biologics, Medical Device and Pharma companies. If I apply for my green card, would it qualify for EB-2?\",\n", + "\"_answer\": \"It is possible for you to qualify for EB-2 depending on your qualifications and the job requirements. If you leave before the I-140 is approved, you may not gain anything from the process. However, if you leave after I-140 approval, you can keep your priority date.\"} \n", "\n", "\n", "\n", @@ -3293,16 +3151,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I switch jobs after my I-140 is approved? I am in the 5th year of my H1 visa. My current employer has filed for my PERM under EB-3 category since I didn't have 5 years experience before (EB-3 has 6 years backlog, but EB-2 queue is current for me). Can I wait for my I-140 approval, get a 3 year extension with my current employer and then change jobs? Will I be able to get 3 more years on H1 with a future employer?\",\n", - "\"_answer\": \"It is possible and common for a new employer to extend your H-1 visa based on the I-140 approval of your previous employer. You should discuss the details with a lawyer.\"}\n", + "{\"_question\": \"Can I change jobs after I-140 approval? I'm in my fifth year of H1. My employer has filed a PERM under the EB-3 category since I didn't have the five years of experience required (EB-3 has a six year backlog, while EB-2 is current for me). Can I wait for the I-140 approval, get a three year extension with my current employer, and then switch jobs? Will I be able to get three more years on H1 with a future employer?\",\n", + "\"_answer\": \"Yes, it is possible and common for a second employer (Employer B) to get an H1 extension based on the I-140 approval of the first employer (Employer A). You should speak to a lawyer to get more details.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I have the option to change jobs after my I-140 is approved? I am currently in my 5th year of my H1 visa. My current employer has filed for my PERM under EB-3 category since I didn't have 5 years experience before (EB-3 has 6 years backlog, but EB-2 queue is current for me). Can I wait for the I-140 approval, get a 3 year extension with my current employer and then move on to another job? Will I be able to get 3 more years on H1 with a future employer?\",\n", - "\"_answer\": \"Yes, it is possible and common for a new employer to extend your H-1 visa based on the I-140 approval of your previous employer. You should consult a lawyer to go over the details.\"}\n", + "{\"_question\": \"What happens if I change jobs after I-140 approval? I'm in my fifth year of H1 and my current employer has filed a PERM under the EB-3 category since I didn't have the five years of experience required (EB-3 has a six year backlog, while EB-2 is current for me). Is it possible to wait for the I-140 approval, get a three year extension with my current employer, and then switch jobs? Will I be able to get three more years on H1 with a future employer?\",\n", + "\"_answer\": \"Yes, it is feasible and common for a different employer (Employer B) to get an H1 extension based on the I-140 approval of the first employer (Employer A). You should consult with a lawyer to get more details.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it possible to switch jobs after my I-140 is approved? I'm in the 5th year of my H1 visa. My current employer has filed for my PERM under EB-3 category since I didn't have 5 years experience before (EB-3 has 6 years backlog, but EB-2 queue is current for me). Can I wait for the I-140 approval, get a 3 year extension with my current employer and then transfer to another job? Will I be able to get 3 more years on H1 with a future employer?\",\n", - "\"_answer\": \"Yes, it is possible and common for a new employer to extend your H-1 visa based on the I-140 approval of your previous employer. You should talk to a lawyer about the specifics.\"} \n", + "{\"_question\": \"Can I switch jobs after I-140 approval? I'm in my fifth year of H1 and my current employer has submitted a PERM under the EB-3 category since I didn't have the five years of experience required (EB-3 has a six year backlog, while EB-2 is current for me). Can I wait for the I-140 approval, get a three year extension with my current employer, and then move jobs? Will I be able to get three more years on H1 with a future employer?\",\n", + "\"_answer\": \"Yes, it is doable and common for a different employer (Employer B) to get an H1 extension based on the I-140 approval of the first employer (Employer A). You ought to talk to a lawyer to get more information.\"} \n", "\n", "\n", "\n", @@ -3311,16 +3169,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I need to wait until I get a promotion before beginning the green card process to qualify for EB-2? Do I need a Bachelor's degree plus five years of post-Bachelor experience or a Master's degree plus two years of experience for a senior level position? Does the job description need to specify either one?\",\n", - "\"_answer\": \"You should consult with your legal advisors to decide when to file. For EB-2, you will need either a Master's degree or a Bachelor's degree plus five years of post-Bachelor experience to be eligible.\"}\n", + "{\"_question\": \"Do I need to wait for a promotion before beginning the green card process to qualify for EB-2? Is a Bachelor's degree plus 5 years of experience or a Master's degree plus 2 years experience necessary for a senior level job? Does the job description need to specify a Bachelor's plus 5 years or a Master's plus 2 years, or is either okay?\",\n", + "\"_answer\": \"You should consult with your attorneys to determine when you should file. For EB-2, either a Master's degree or a Bachelor's degree plus 5 years of post-Bachelor experience qualifies you for an EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Should I postpone the green card filing until I get a promotion to qualify for EB-2? Does my background of a Bachelor's degree and two years of experience plus two years of work experience qualify me for a senior level position? Does the job description need to state either a Bachelor's degree plus five years or a Master's degree plus two years?\",\n", - "\"_answer\": \"You should talk to your attorneys about the best timing for filing. For EB-2, you must have either a Master's degree or a Bachelor's degree plus five years of post-Bachelor experience to be qualified.\"}\n", + "{\"_question\": \"Should I delay filing for EB-2 until I get a promotion? Is a Bachelor's degree plus 5 years of experience or a Master's degree plus 2 years experience the requirement for a senior level position? Does the job description need to be explicit about the Bachelor's plus 5 years or the Master's plus 2 years, or is either acceptable?\",\n", + "\"_answer\": \"You should speak to your legal advisers about the timing of filing. For EB-2, either a Master's degree or a Bachelor's degree plus 5 years of post-Bachelor experience qualifies you for an EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Would it be better to wait for a promotion before beginning the green card process to meet the qualifications for EB-2? Is a Bachelor's degree plus five years of post-Bachelor experience or a Master's degree plus two years of experience enough for a senior level position? Does the job description have to specify either one?\",\n", - "\"_answer\": \"You should speak with your lawyers to decide when to file. For EB-2, you must have either a Master's degree or a Bachelor's degree plus five years of post-Bachelor experience to be eligible.\"} \n", + "{\"_question\": \"Should I wait for a promotion before submitting for EB-2? Is a Bachelor's degree with 5 years of experience or a Master's degree with 2 years experience necessary for a senior level job? Does the job description need to specify a Bachelor's plus 5 years or a Master's plus 2 years, or is either okay?\",\n", + "\"_answer\": \"You need to consult with your lawyers to decide when to file. For EB-2, either a Master's degree or a Bachelor's degree plus 5 years of post-Bachelor experience qualifies you for an EB-2.\"} \n", "\n", "\n", "\n", @@ -3329,16 +3187,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Am I qualified for EB2? I have a Bachelor of Business Administration degree (3 years) and a Higher Diploma in Software Engineering (2 years) plus 10 years of experience, 7.5 of which are in the necessary job description.\",\n", - "\"_answer\": \"It depends. If the higher diploma is a postgraduate program (not available to undergraduates) and is recognized, you might be eligible for EB-2.\"}\n", + "{\"_question\": \"Am I qualified for EB2? I have a Bachelor of Business Administration (3 years) and a Higher Diploma in Software Engineering (2 years) and 10 years of experience, with 7.5 years of experience in the required job description.\", \n", + "\"_answer\": \"It depends. If the diploma is post-graduate (not for undergraduates) and accepted, you may be eligible for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I meet the qualifications for EB2? I have a Bachelor of Business Administration (3 years) and a Higher Diploma in Software Engineering (2 years) plus 10 years of experience, with 7.5 of those in the necessary job description.\",\n", - "\"_answer\": \"It depends. If the higher diploma is a postgraduate course (not available to undergraduates) and it is recognized, you could be eligible for EB-2.\"}\n", + "{\"_question\": \"Do I meet the requirements for EB2? I got my Bachelor of Business Administration (3 years) and Higher Diploma in Software Engineering (2 years) and have 10 years of experience, including 7.5 years of experience in the required job description.\", \n", + "\"_answer\": \"That depends. If the diploma is post-graduate (not for undergraduates) and accepted, you could be qualified for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for EB2? I have a Bachelor of Business Administration (3 years) and a Higher Diploma in Software Engineering (2 years) plus 10 years of experience, 7.5 of which are related to the job description.\",\n", - "\"_answer\": \"It depends. If the higher diploma is a postgraduate qualification (not available to undergraduates) and it is accepted, you may be eligible for EB-2.\"} \n", + "{\"_question\": \"Do I qualify for EB2? I have a Bachelor of Business Administration (3 years) and a Higher Diploma in Software Engineering (2 years) and 10 years of experience, with 7.5 years of experience in the required job description.\", \n", + "\"_answer\": \"It depends. If the diploma is post-graduate (not for undergraduates) and approved, you may be eligible for EB-2.\"} \n", "\n", "\n", "\n", @@ -3347,16 +3205,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I apply for a green card under the EB2 category? I have a B.Sc. in Computer Science (3 years) and an M.Sc. in Computer Science (2 years). I have been working as a Technology Architect-Lead (managing 5-20 people) for 9 years. My M.Sc. has been evaluated as equivalent to a US Master's degree for the purpose of an H1 visa. Am I eligible?\",\n", - "\"_answer\": \"If your Bachelor's and Master's degrees are in the same field and are pertinent to your job, the EB-2 should be viable.\"}\n", + "{\"_question\": \"Can I apply for a green card under the EB2 category? I have a B.Sc in Computer Science (3 years) and an M.Sc in Computer Science (2 years). I have 9 years of experience as a Tech Architect - Lead (managing 5-20 people) and my M.Sc has been evaluated as equivalent to a US MS for H1 visa approval. Am I eligible?\", \n", + "\"_answer\": \"If your B.Sc and M.Sc are in the same field and relevant to your job, then you should be able to apply for an EB2 green card.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible to apply for a green card under the EB2 category? I possess a B.Sc. in Computer Science (3 years) and an M.Sc. in Computer Science (2 years). I am currently employed as a Technology Architect-Lead (overseeing 5-20 people) and have been in this role for 9 years. My M.Sc. has been evaluated as equal to an American Master's degree for the H1 visa. Is this sufficient?\",\n", - "\"_answer\": \"If your Bachelor's and Master's degrees are related to your line of work and in the same field, then the EB-2 should be workable.\"}\n", + "{\"_question\": \"Do I qualify for an EB2 green card? I have a B.Sc in Computer Science (3 years) and an M.Sc in Computer Science (2 years). I have 9 years of experience as a Tech Architect - Lead (managing 5-20 people) and my M.Sc has been evaluated as equivalent to a US MS for H1 visa approval. Is this enough?\", \n", + "\"_answer\": \"If you have a B.Sc and M.Sc in the same area and related to your work, then you should be able to get an EB2 green card.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the requirements to apply for a green card under the EB2 category? I have a B.Sc. in Computer Science (3 years) and an M.Sc. in Computer Science (2 years). For the past 9 years, I have been employed as a Technology Architect-Lead (managing 5-20 people). My M.Sc. has been evaluated as equivalent to a US Master's degree for the purpose of an H1 visa. Do I meet the criteria?\",\n", - "\"_answer\": \"If your Bachelor's and Master's degrees are related to your job and in the same field, then the EB-2 should be viable.\"} \n", + "{\"_question\": \"Can I receive an EB2 green card? I have a B.Sc in Computer Science (3 years) and an M.Sc in Computer Science (2 years). I have 9 years of experience as a Tech Architect - Lead (managing 5-20 people) and my M.Sc has been evaluated as equivalent to a US MS for H1 visa approval. Will this work?\", \n", + "\"_answer\": \"If your Bachelor's and Master's degrees are in the same field and related to your occupation, then you should be able to get an EB2 green card.\"} \n", "\n", "\n", "\n", @@ -3365,16 +3223,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"Will I be able to switch my EB3 I-485 that has a priority date of 06/2006 to an EB2 with my Indian equivalent Masters degree (3+3 years) and more experience? What is the minimum wage for EB2 category? Will my current company experience count for the new EB2 category? Do you have any suggestions on the job responsibilities for EB2?\",\n", - "\"_answer\": \"In theory, this is a possibility. As for the practical implications, you should consult with the lawyers who will be handling your second green card application.\"}\n", - "\n", - "######\n", - "{\"_question\": \"Is it feasible to transfer my EB3 I-485, which has a PD of 06/2006, to an EB2 with my Indian equivalent Masters (3+3 years) and more experience? What is the minimum wage for EB2 category? Will my current company experience be relevant for the new EB2 category? Could you give me advice on the job responsibilities for EB2?\",\n", - "\"_answer\": \"It is possible in principle. As to the practical aspects, you should speak with the attorneys who will represent you in the second green card process.\"}\n", + "{\"_question\": \"Can I move from an EB3 to an EB2 with portability? My EB3 I-485 is pending with a priority date of 06/2006. My employer is willing to file a new EB2 as I have Indian equivalent Masters (3+3 years) and more experience as well as increased job responsibilities. Is it possible to accept the offer and port my priority date? What is the minimum wage for EB2 category? Will my current employer's experience count for the new EB2? Any advice on the EB2 job responsibilities?\",\n", + "\"_answer\": \"In theory, this is possible. As to the practical implications, you should consult with the lawyers who will handle your second green card process.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I change my EB3 I-485 with PD 06/2006 to an EB2 considering my Indian equivalent Masters (3+3 years) and more experience? What is the minimum wage for EB2 category? Will my current company experience be applicable to the new EB2 category? Do you have any advice on the job responsibilities for EB2?\",\n", - "\"_answer\": \"It is theoretically possible. As for the practical implications, you must consult with the lawyers who will be handling your second green card application.\"} \n", + "{\"_question\": \"Can I transfer my EB3 to an EB2 with portability? My EB3 I-485 is pending with a priority date of 06/2006. My company is offering to file a new EB2 as I have Indian equivalent Masters (3+3 years) and more experience as well as increased job responsibilities. Is it permissible to accept this and take advantage of portability to use my EB3 priority date? What is the minimum wage for EB2 category? Will my current company experience be applicable for the new EB2? Any advice on the EB2 job responsibilities?\",\n", + "\"_answer\": \"In theory, this is feasible. As to the practical implications, you should speak to the lawyers who will represent you in the second green card process.\"} \n", "\n", "\n", "\n", @@ -3383,16 +3237,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB-2 with my Masters in Electrical Engineering and 3 years of experience?\",\n", - "\"_answer\": \"Yes, you meet the criteria for EB-2, unless the job has a lower requirement than a Bachelor's degree plus 5 years of experience.\"}\n", + "{\"_question\": \"Do I meet the standards for EB2 visa with my qualifications?\",\n", + "\"_answer\": \"Yes, you are eligible for EB2 visa, assuming you have a Master's degree in Electrical Engineering and 3 years of experience, which are the requirements for the job.\"}\n", "\n", "######\n", - "{\"_question\": \"Does my Master's in Electrical Engineering and 3 years of experience make me eligible for EB-2?\",\n", - "\"_answer\": \"Yes, you fulfill the requirements for EB-2, unless the job has a different standard that is less than a Bachelor's degree and 5 years of experience.\"}\n", + "{\"_question\": \"Am I eligible for an EB2 visa with my qualifications?\",\n", + "\"_answer\": \"Yes, you satisfy the criteria for EB2 visa, as long as you have a Master's degree in Electrical Engineering and 3 years of experience, which are the prerequisites for the job.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I qualified for EB-2 with a Master's in Electrical Engineering and 3 years of experience?\",\n", - "\"_answer\": \"Yes, you satisfy the qualifications for EB-2, unless the job has an alternate requirement that is lower than a Bachelor's degree plus 5 years of experience.\"} \n", + "{\"_question\": \"Do I qualify for an EB2 visa with my qualifications?\",\n", + "\"_answer\": \"Yes, you satisfy the requirements for EB2 visa, given that you have a Master's degree in Electrical Engineering and 3 years of experience, which are the conditions for the job.\"} \n", "\n", "\n", "\n", @@ -3401,16 +3255,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB2 if I have a Master's in Computer Science from the US and six months of experience?\",\n", - "\"_answer\": \"It depends on the job requirements, but if a Master's degree is necessary then you should be eligible.\"}\n", + "{\"_question\": \"Do I qualify for EB2 if I have a Master of Computer Science from the US and 6 months of prior experience?\",\n", + "\"_answer\": \"It all depends if the job requires a master's degree or not.\"}\n", "\n", "######\n", - "{\"_question\": \"Is a Master's in Computer Science from the US and 6 months of experience enough for EB2?\",\n", - "\"_answer\": \"It is possible, depending on the job's criteria. If the job necessitates a Master's degree then you should be qualified.\"}\n", + "{\"_question\": \"Am I eligible for EB2 if I have a Master in Computer Science from the US with 6 months of experience?\",\n", + "\"_answer\": \"It depends on the job requirements for a master's degree.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I be eligible for EB2 if I have a Master's in Computer Science from the US and 6 months of experience?\",\n", - "\"_answer\": \"It depends on the job's requirements, but if a Master's is needed then you should be able to qualify.\"} \n", + "{\"_question\": \"Do I meet the criteria for EB2 with a Master of Computer Science from the US and 6 months of previous work?\",\n", + "\"_answer\": \"That would depend if the job requires a master's degree.\"} \n", "\n", "\n", "\n", @@ -3419,16 +3273,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"How likely is it that I will be able to get a green card when I finish my PhD program in semiconductor devices at a US university?\",\n", - "\"_answer\": \"Your chances for an EB-2 green card are quite good.\"}\n", + "{\"_question\": \"Are my chances of obtaining a green card under the EB-2 category high after I complete my PhD and get a job in the industry?\",\n", + "\"_answer\": \"It looks likely that you will be successful in obtaining a green card under the EB-2 category.\"}\n", "\n", "######\n", - "{\"_question\": \"Given my current situation, what are the prospects of me obtaining a green card after I complete my PhD in semiconductor devices from a US university?\",\n", - "\"_answer\": \"You should have a good chance of getting an EB-2 green card.\"}\n", + "{\"_question\": \"What is the likelihood of me getting a green card with the EB-2 category once I have finished my PhD and gotten a job in the industry?\",\n", + "\"_answer\": \"Your prospects of obtaining a green card with the EB-2 category are quite good.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the odds of me getting a green card after I finish my PhD in semiconductor devices from a US university?\",\n", - "\"_answer\": \"Your prospects for an EB-2 green card are quite favorable.\"} \n", + "{\"_question\": \"I have almost completed my PhD in semiconductor devices at a US university and have 5 first author publications. Will I have a good chance of getting a green card under the EB-2 category after I get a job in the industry?\",\n", + "\"_answer\": \"It looks like your chances of obtaining a green card with the EB-2 category are quite favorable.\"} \n", "\n", "\n", "\n", @@ -3437,16 +3291,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Is it possible to transfer my PD from EB3 to EB2? I filed my PERM under the EB3 category on October 1, 2008 and received an audit. According to the current PERM dates, they are processing audits from August 2008. Can I file with the same employer under EB2? Is it possible for me to keep the EB3 file running in parallel and carry the PD from EB3 after the I-140 approval if I file a new EB2? I have already completed 4 years and 2 months on H1B. Can you suggest to me if I should change my employer now to file for EB2?\", \n", - "\"_answer\": \"It is not possible to have two PERM applications from the same company for the same individual. However, if you have a valid, logical, and truthful explanation, there is no law that prevents you from having two PERM apps with the same employer for different jobs. You cannot transfer PD until the I-140 is approved. I believe you have enough time to change jobs right away.\"}\n", + "{\"_question\": \"Is it possible for me to keep my EB3 priority date if I file a new EB2 application?\",\n", + "\"_answer\": \"It is not possible to have two PERM applications from the same company for the same individual. However, if you have a valid, logical, and truthful explanation, nothing in the law states that it is not allowed. You cannot transfer your priority date until your I-140 is approved. I believe you have enough time to switch employers and file for EB2.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it feasible to take my PD from EB3 to EB2? I submitted my PERM under the EB3 category on October 1, 2008 and got an audit. According to the existing PERM dates, they are processing audits from August 2008. Can I file with the same employer under EB2? Is it possible to keep the EB3 file running in parallel and bring the PD from EB3 after the I-140 approval if I file a new EB2? I have already completed 4 years and 2 months on H1B. Can you suggest to me if I should switch my employer now to file for EB2?\", \n", - "\"_answer\": \"It is not possible to have two PERM applications from the same company for the same individual. But if you have a valid, logical, and truthful explanation, there is no law that prohibits you from having two PERM apps with the same employer for different jobs. You cannot move PD until the I-140 is approved. I think you have enough time to switch jobs right away.\"}\n", + "{\"_question\": \"Can I transfer my EB3 priority date to a new EB2 application?\",\n", + "\"_answer\": \"It is not permitted to have two PERM applications from the same employer for the same individual. But if you have a good, logical, and honest explanation, there is no law that says you cannot. Your priority date cannot be transferred until the I-140 is approved. I think you have enough time to change employers and file for EB2.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it achievable to move my PD from EB3 to EB2? I filed my PERM under the EB3 category on October 1, 2008 and received an audit. According to the current PERM dates, they are processing audits from August 2008. Can I file with the same employer under EB2? Is it possible to keep the EB3 file running in parallel and transport the PD from EB3 after the I-140 approval if I file a new EB2? I have already completed 4 years and 2 months on H1B. Can you suggest to me if I should change my employer now to file for EB2?\", \n", - "\"_answer\": \"It is not possible to have two PERM applications from the same company for the same individual. But if you have a valid, logical, and truthful explanation, there is no law that forbids you from having two PERM apps with the same employer for different jobs. You cannot transfer PD until the I-140 is approved. I believe you have enough time to change jobs right away.\"} \n", + "{\"_question\": \"Is it feasible to keep my EB3 priority date if I file a new EB2?\",\n", + "\"_answer\": \"Having two PERM applications from the same employer for the same individual is not allowed. But if you have a sound, logical, and truthful explanation, there is nothing in the law that says you cannot. You cannot transfer your priority date until the I-140 is approved. I believe you have enough time to switch employers and submit an EB2 application.\"} \n", "\n", "\n", "\n", @@ -3454,17 +3308,14 @@ "\n", "\n", "\n", - "######\n", - "{\"_question\": \"Am I qualified for EB2 green card with a 3-year bachelor's degree, certified software architect, 15+ years of experience (including current employer) and a salary of 100k+?\",\n", - "\"_answer\": \"It is unlikely that you would qualify for EB2 green card, but have your lawyers review.\"}\n", + "######{\"_question\":\"Do I meet the criteria for an EB2 visa based on my qualifications?\", \n", + "\"_answer\":\"It is unlikely that you would qualify for an EB2 visa given your 3-year bachelor's degree, certified software architect status, 15+ years of experience, and salary of over 100k.\"}\n", "\n", - "######\n", - "{\"_question\": \"Do I meet the requirements for an EB2 green card with my 3-year bachelor's degree, software architect certification, 15+ years of experience (including current employer) and salary of 100k+?\",\n", - "\"_answer\": \"Most likely not, however, have your lawyers review.\"}\n", + "######{\"_question\":\"Do I have a chance of obtaining an EB2 visa with my qualifications?\", \n", + "\"_answer\":\"It is unlikely that you would be able to acquire an EB2 visa given your 3-year bachelor's degree, certified software architect status, 15+ years of experience, and salary of over 100k.\"}\n", "\n", - "######\n", - "{\"_question\": \"Given my 3-year bachelor's degree, certified software architect, 15+ years of experience (including current employer) and 100k+ salary, am I eligible for an EB2 green card?\",\n", - "\"_answer\": \"It is improbable that you would qualify for EB2 green card, but have your lawyers review.\"} \n", + "######{\"_question\":\"Am I likely to get an EB2 visa with my qualifications?\", \n", + "\"_answer\":\"It is improbable that you would be able to get an EB2 visa given your 3-year bachelor's degree, certified software architect status, 15+ years of experience, and salary of over 100k.\"} \n", "\n", "\n", "\n", @@ -3473,16 +3324,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I apply for EB2 Schedule A despite the fact that my PERM application was denied due to recent layoffs in my company?\", \n", - "\"_answer\": \"There is no reason why you cannot submit a Schedule A application if you are qualified and the recent denial or layoff should not cause any issues. You do not need to wait to file.\"}\n", + "{\"_question\": \"Can I file for EB2 Schedule A despite the recent denial of my PERM application and layoff at my company?\", \n", + "\"_answer\": \"If you are eligible, you can submit a Schedule A application. I cannot think of any issues that the PERM denial or layoffs could cause, and there is no need to wait to submit it.\"}\n", "\n", "######\n", - "{\"_question\": \"Given the fact that my PERM application was denied due to the layoffs in my company, could I still apply for EB2 Schedule A?\", \n", - "\"_answer\": \"If you are eligible, you can submit the Schedule A application without delay, and the denial or layoffs should not create any problems.\"}\n", + "{\"_question\": \"Given the recent PERM denial and layoffs in my company, can I still apply for EB2 Schedule A to bypass labor certification?\", \n", + "\"_answer\": \"If you meet the qualifications, you can file for Schedule A. There should be no problems due to the PERM denial or layoffs, and you can submit the application right away.\"}\n", "\n", "######\n", - "{\"_question\": \"If my PERM application was denied due to my company's layoffs, could I still apply for EB2 Schedule A?\", \n", - "\"_answer\": \"Yes, you can apply for Schedule A if you are qualified, and the denial or layoffs should not be an issue. There is no need to wait before submitting the application.\"} \n", + "{\"_question\": \"Will the denial of my PERM application and layoffs in my company prevent me from filing for EB2 Schedule A to avoid labor certification?\", \n", + "\"_answer\": \"If you are eligible, you can go ahead and submit a Schedule A application. I can't think of any ways that the PERM denial or layoffs would cause any issues, and there is no need to wait to file it.\"} \n", "\n", "\n", "\n", @@ -3491,16 +3342,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for an EB2 green card if I have a Bachelor of Technology degree from India and 13 years of experience in IT, currently working as an IT Architect with a company that is willing to process my green card?\",\n", - "\"_answer\": \"If your Bachelor of Technology is a four year degree, it appears that you qualify for an EB2 green card.\"}\n", + "{\"_question\": \"Am I qualified for EB2? I have a Bachelor's degree in Engineering from India and I have been working in IT for more than 13 years, currently as an IT Architect. My employer is ready to begin the Green Card process. Is this enough to qualify for EB2?\",\n", + "\"_answer\": \"It appears that you meet the requirements for EB2, given that your Bachelor's degree is a 4-year degree.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I qualified for an EB2 green card if I possess a B.Tech in engineering from India, with 13 years of experience in IT and I am an IT Architect with a firm that is ready to process my green card?\",\n", - "\"_answer\": \"It appears that you would be eligible for EB2 if your B.Tech is a four year degree.\"}\n", + "{\"_question\": \"Do I meet the requirements for EB2? I have a Bachelor of Technology from India and 13+ years experience in IT, currently as an IT Architect. My employer is ready to start the Green Card process. Is this enough to be eligible for EB2?\",\n", + "\"_answer\": \"It appears that you are qualified for EB2, assuming that your Bachelor of Technology is a 4-year program.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I meet the criteria for an EB2 green card if I have a Bachelor of Technology degree from India, 13 years of experience in IT, and I'm currently an IT Architect with a company that is willing to process my green card?\",\n", - "\"_answer\": \"It looks like you are eligible for an EB2 if your Bachelor of Technology is a four year degree.\"} \n", + "{\"_question\": \"Am I eligible to apply for EB2? I hold a BTech from India and have over 13 years of IT experience, currently as an IT Architect. My employer is ready to start the Green Card process. Would this be sufficient to qualify for EB2?\",\n", + "\"_answer\": \"It looks like you fulfill the requirements for EB2, given that your BTech is a 4-year degree.\"} \n", "\n", "\n", "\n", @@ -3509,16 +3360,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Is it possible for me to qualify for EB-2 given my educational background and two years of experience in the US working as a research associate?\",\n", - "\"_answer\": \"Yes, you are eligible for EB-2. Whether or not a promotion is necessary is something that your lawyer and employer will have to determine. Any position that requires a MS or BS and five years of progressively responsible experience can be filed for EB-2.\"}\n", + "{\"_question\": \"What qualifications do I need to meet to be eligible for an EB-2 visa if I have a Bachelor's Degree in Chemistry and a Master's Degree in Chemistry with two years of experience?\",\n", + "\"_answer\": \"You qualify for an EB-2 visa, however, whether or not a promotion is necessary is up to your lawyer and employer to decide. Any position that requires a Bachelor's or Master's Degree plus five years of progressively responsible experience is eligible for an EB-2 filing.\"}\n", "\n", "######\n", - "{\"_question\": \"Given my educational qualifications and two years of experience in the US working as a research associate, am I eligible for EB-2?\",\n", - "\"_answer\": \"Yes, you meet the criteria for EB-2. Whether or not a promotion is necessary is something that your lawyer and employer will have to decide. Any position that requires a MS or BS and five years of progressively responsible experience can be filed for EB-2.\"}\n", + "{\"_question\": \"What do I need to have in order to be able to apply for an EB-2 visa if I have a 4 year US Bachelor's Degree in Chemistry, a 2 year Master's Degree in Chemistry, and have been working on an H-1B visa for the same US university for two years?\",\n", + "\"_answer\": \"You are qualified for an EB-2 visa, but whether or not a promotion is necessary is up to your lawyer and employer to decide. Any job that requires a Bachelor's or Master's Degree and five years of progressively responsible experience is suitable for an EB-2 filing.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB-2 with my educational background and two years of experience in the US working as a research associate?\",\n", - "\"_answer\": \"Yes, you are eligible for EB-2. Whether or not a promotion is required is something that your lawyer and employer will have to assess. Any position that requires a MS or BS and five years of progressively responsible experience can be filed for EB-2.\"} \n", + "{\"_question\": \"I have a Bachelor's Degree in Chemistry from a four-year US university and a Master's Degree in Chemistry with two years of experience. I am currently working on an H-1B visa for the same US university as a research associate for two years, and my publications are still pending. What criteria do I need to meet to be eligible for an EB-2 visa?\",\n", + "\"_answer\": \"You are eligible for an EB-2 visa, however, whether or not a promotion is needed is up to your lawyer and employer to determine. Any position that requires a Bachelor's or Master's Degree and five years of progressively responsible experience is suitable for an EB-2 filing.\"} \n", "\n", "\n", "\n", @@ -3527,16 +3378,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"Am I qualified for EB2 category? I obtained a BSc in Computer Science from St. Xavier's Mumbai and an MCA from REC Trichy, and I have 7 years of experience in the IT industry.\",\n", + "{\"_question\": \"Do I qualify for EB2 status? I studied Computer Science for three years at St. Xavier's Mumbai, then completed my MCA at REC Trichy with three years of experience in the IT industry. My employer is filing my Green Card application. Am I eligible for EB2?\",\n", "\"_answer\": \"Yes, you meet the requirements for EB2.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB2? I have a 3 year BSc in Computer Science from St Xavier's Mumbai and a 3 year MCA from REC Trichy, and 7 years of work experience in the IT field.\",\n", - "\"_answer\": \"Yes, you are eligible for EB2.\"}\n", - "\n", - "######\n", - "{\"_question\": \"Do I fulfill the requirements for EB2? I completed a BSc in Computer Science from St Xavier's Mumbai over three years and later an MCA from REC Trichy over three years, and I have 7 years of experience in the IT industry.\",\n", - "\"_answer\": \"Yes, you are qualified for EB2.\"} \n", + "{\"_question\": \"Am I qualified for EB2? I earned my BSc in Computer Science from St. Xavier's Mumbai and then my MCA from REC Trichy. I have 7 years of work experience in the IT industry and my employer is filing my Green Card. Do I meet the criteria for EB2?\",\n", + "\"_answer\": \"Yes, you are eligible for EB2.\"} \n", "\n", "\n", "\n", @@ -3545,28 +3392,34 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for an EB-2 visa if I have a BSc and BTech in addition to 8 years of experience?\",\n", - "\"_answer\": \"It's unlikely that you will be able to combine two 3-year bachelor's degrees to qualify for an EB-2 visa.\"}\n", + "{\"_question\": \"Do I satisfy the requirements to apply for a green card under the EB-2 category if I have a 3-year bachelor's degree (BSC) and a 3-year bachelor's degree in technology (BTECH) from India, plus 8 years of experience, and the position requires an MS or BS plus 5 years of experience?\", \n", + "\"_answer\": \"It is generally not allowed to combine two 3-year bachelor's degrees, so it appears unlikely you would qualify for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I apply for an EB-2 green card if I have a BSc and BTech plus 8 years of experience?\",\n", - "\"_answer\": \"It is not typically possible to blend two 3-year bachelor's degrees, so it is unlikely that you will be eligible for an EB-2 green card.\"}\n", + "{\"_question\": \"Am I eligible to apply for a green card under the EB-2 category, if I possess a BSC and a BTECH from India, both of which are 3-year bachelor's degrees, and I have 8 years of experience, and the job requires an MS or BS plus 5 years of experience?\", \n", + "\"_answer\": \"Combining two 3-year bachelor's degrees is usually not allowed, so it appears that you would not be qualified for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I meet the criteria for an EB-2 visa if I hold a BSc and BTech in addition to 8 years of experience?\",\n", - "\"_answer\": \"It appears unlikely that you will satisfy the requirements for an EB-2 visa since it is generally not possible to combine two 3-year bachelor's degrees.\"} \n", + "{\"_question\": \"Do I meet the criteria to apply for a green card under EB-2, if I have a 3-year BSC and a 3-year BTECH from India, plus 8 years of experience, and the job necessitates an MS or BS plus 5 years of experience?\", \n", + "\"_answer\": \"Combining two 3-year bachelor's degrees is usually not permitted, so it appears unlikely you would be eligible for EB-2.\"} \n", "\n", "\n", "\n", "67 \n", "\n", "\n", + "\n", + "######\n", + "{\"_question\": \"Do I qualify for EB2 with a 3-year Bachelor's degree from India and a 2-year Master's degree from India, plus 7 years of experience?\",\n", + "\"_answer\": \"It is likely that you can qualify for EB2 if your Bachelor's and Master's degrees are in the same or similar field, as this would be considered a 4-year degree.\"}\n", + "\n", "######\n", - "{\"_question\": \"Can I qualify for EB2 with a 3-year Bachelor's degree and a 2-year Master's degree from India, if the job I am applying for requires a Bachelor's degree and 6 years of experience?\",\n", - "\"_answer\": \"It is possible to qualify for EB2 under these circumstances, as long as the Bachelor's and Master's degrees are in the same or similar fields. Your lawyer should be able to help you determine if you are eligible.\"}\n", + "{\"_question\": \"What are the requirements for EB2 if I have a 3-year Bachelor's degree from India, a 2-year Master's degree from India, and 7 years of experience?\",\n", + "\"_answer\": \"The general rule is that if your Bachelor's and Master's degrees are in the same or similar field, they can be combined to be considered a 4-year degree, which would qualify you for EB2.\"}\n", + "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for EB2 if I have a 3-year Bachelor's degree and a 2-year Master's degree from India, and the job I am applying for requires a Bachelor's degree and 6 years of experience?\",\n", - "\"_answer\": \"It is possible that you could meet the requirements for EB2 with a combination of your Bachelor's and Master's degrees, as long as they are in the same or similar fields. Your lawyer should be able to confirm if you are eligible.\"} \n", + "{\"_question\": \"Can I apply for EB2 if I have a 3-year Bachelor's degree from India, a 2-year Master's degree from India, and 7 years of experience?\",\n", + "\"_answer\": \"It is possible to qualify for EB2 if the Bachelor's and Master's degrees are in the same or similar field, as this would be considered a 4-year degree.\"} \n", "\n", "\n", "\n", @@ -3575,16 +3428,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the timeline for green card processing and EB2 category if I initiate it now? I have a Masters degree from the US and I'm currently working for Company A. I'm almost at the end of my fourth year of H1 and am considering my options.\",\n", - "\"_answer\": \"For people born in countries that have an EB2 backlog, the timeline can range from 3-4 years, or longer, depending on various factors. One of the advantages of reaching the I-140 approved stage is that you can transfer your priority date to the next employer and get an H-1 extension beyond six years.\"}\n", + "{\"_question\": \"What is the timeline for obtaining a green card if I initiate the process now?\",\n", + "\"_answer\": \"It depends on the country of birth and a number of other factors, but generally it could take anywhere from 3-4 years. One big advantage of the process is that you can transfer your priority date to a new employer and get an H-1 extension beyond 6 years.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the estimated duration of green card processing if I start it now and I'm in the EB2 category? I have a Masters degree from the US and I'm currently employed by Company A. I'm going to complete four years on H1 soon and I'm trying to make an informed decision.\",\n", - "\"_answer\": \"For those born in countries with an EB2 backlog, the time frame can range from three to four years, or even longer, depending on certain variables. An advantage of reaching the I-140 approved stage is that you can transfer your priority date to the next employer and get an H-1 extension beyond six years.\"}\n", + "{\"_question\": \"How long will it take to get a green card if I start the process now?\",\n", + "\"_answer\": \"The duration can range from 3-4 years, depending on the country of birth and other variables. An advantage of getting to the I-140 approved stage is that you can transfer your priority date to a new employer and get an H-1 extension beyond 6 years.\"}\n", "\n", "######\n", - "{\"_question\": \"What would be the expected length of green card processing if I started it now and I'm in the EB2 category? I have a Masters degree from the US and I'm currently employed by Company A. I'm nearing the end of my fourth year of H1 and am considering my options.\",\n", - "\"_answer\": \"For those from countries with an EB2 backlog, the duration can vary from three to four years, or even longer, depending on various factors. An advantage of reaching the I-140 approved stage is that you can take your priority date to the next employer and get an H-1 extension beyond six years.\"} \n", + "{\"_question\": \"What is the estimated time for obtaining a green card if I begin the process now?\",\n", + "\"_answer\": \"The timeline can vary from 3-4 years, depending on the country of birth and other factors. A benefit of getting to the I-140 approved stage is that you can take your priority date to a different employer and get an H-1 extension beyond 6 years.\"} \n", "\n", "\n", "\n", @@ -3593,16 +3446,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can my employer sponsor me for EB2 after they promote me to Clinical Specialist?\",\n", - "\"_answer\": \"It is possible to use the experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. However, only a competent lawyer can help you assess the chances.\"}\n", + "{\"_question\": \"Can my current employer sponsor me for an EB2 visa if they promote me to a clinical specialist position after I complete my 5 years experience with them, even if I have only 1 year and 1/2 experience in a staff/lower position?\",\n", + "\"_answer\": \"It is possible under the current law to use the experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. Only a competent lawyer can help you assess the chances.\"}\n", "\n", "######\n", - "{\"_question\": \"If I am promoted to Clinical Specialist, can my employer still sponsor me for EB2?\",\n", - "\"_answer\": \"The law allows for the use of experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. To find out if you have a chance, you should consult a competent lawyer.\"}\n", + "{\"_question\": \"If my current employer promotes me to a clinical specialist position after I finish 5 years experience with them, can they still sponsor me for an EB2 visa even if I have only 1 year and 1/2 experience in a staff/lower position?\",\n", + "\"_answer\": \"The law currently allows for the use of experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. To find out your chances, you should seek the advice of a qualified lawyer.\"}\n", "\n", "######\n", - "{\"_question\": \"Can my employer sponsor me for EB2 after they promote me to Clinical Specialist?\",\n", - "\"_answer\": \"The law permits the use of experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. A professional lawyer should be consulted to determine your chances.\"} \n", + "{\"_question\": \"If I complete my 5 years experience with my current employer and they promote me to a clinical specialist, can they still sponsor me for an EB2 visa even if I have only 1 year and 1/2 experience in a staff/lower position?\",\n", + "\"_answer\": \"The law states that you can use the experience gained with the same employer if the labor certain job is more than fifty percent different from the earlier positions held with the same employer. To get an accurate assessment of your chances, you should consult a competent lawyer.\"} \n", "\n", "\n", "\n", @@ -3611,12 +3464,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for an EB2 visa? I have a B.Tech in Electronics from India in 2004 and 6 years of experience (3 in India and 3 in the US). Does the experience have to be outside the US?\",\n", - "\"_answer\": \"Given your four-year degree and more than five years of post-grad experience, you should have a good chance at an EB2 visa.\"}\n", + "{\"_question\": \"Do I meet the requirements for EB2? I have a B.Tech in electronics from 2004 and a combined experience of 6 years (3 in India and 3 in the US). Is 5 years of experience outside the US necessary?\",\n", + "\"_answer\": \"Given that you have a four-year degree and more than five years of experience after that, you should be able to apply for EB2.\"}\n", + "\n", + "######\n", + "{\"_question\": \"Am I eligible for EB2? I have a B.Tech in electronics from 2004 and 6 years of experience (3 in India and 3 in the US). Do I need 5 years of experience outside the US?\",\n", + "\"_answer\": \"With a four-year degree and more than five years of experience after that, you should have a chance to apply for EB2.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I apply for an EB2 visa? I have a B.Tech in Electronics from India in 2004 and six years of experience (three in India and three in the US). Do I need to have five years of experience outside the US?\",\n", - "\"_answer\": \"With a four-year bach. degree and more than five years of post-bach experience, you should be able to have a shot at an EB2 visa.\"} \n", + "{\"_question\": \"Do I qualify for EB2? I have a B.Tech in electronics from 2004 and 6 years of experience (3 in India and 3 in the US). Is 5 years of experience outside the US a must?\",\n", + "\"_answer\": \"If you have a four-year degree and more than five years of experience after that, you should be able to pursue EB2.\"} \n", "\n", "\n", "\n", @@ -3625,16 +3482,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Does volunteer work count as experience for EB2? I am an OT originally from another country, and I have a BSOT and did volunteer OT work for two years in an adult setting back home. Would that count towards the five years of experience required?\",\n", - "\"_answer\": \"Generally, for EB2, there is no requirement that I am aware of that demands paid experience. It is possible to use volunteer experience.\"}\n", + "{\"_question\": \"Does volunteer work count as an experience for EB2? I am an OT practitioner in the US and I graduated with a BSOT and had 2 years of OT volunteer work in an adult setting in my home country. Would that count towards the 5 years experience requirement? Additionally, for the first 6 months I was not yet licensed as an OT.\",\n", + "\"_answer\": \"Generally, for EB2, there is no requirement that I am aware of that necessitates paid experience. Volunteer experience may be applicable.\"}\n", "\n", "######\n", - "{\"_question\": \"Can volunteer experience be used to fulfill EB2 requirements? I have a BSOT and did volunteer OT work for two years in an adult setting back home, although I am originally from another country. Would that count towards the five years of experience?\",\n", - "\"_answer\": \"Generally, for EB2, no paid experience is required. It is possible to use volunteer experience.\"}\n", + "{\"_question\": \"Would volunteer work count as an experience for EB2? I am an OT practitioner in the US and obtained my BSOT in my home country. I had 2 years of volunteer OT work in an adult setting. Would this count towards the 5 years experience requirement? Also, I was not yet licensed as an OT for the first 6 months.\",\n", + "\"_answer\": \"Generally, there is no requirement that I know of for EB2 that requires paid experience. Volunteer work could be considered.\"}\n", "\n", "######\n", - "{\"_question\": \"Do volunteer hours count for EB2? I have a BSOT and I am from another country. I did volunteer OT work for two years in an adult setting back home. Will that be taken into consideration for the five years of experience requirement?\",\n", - "\"_answer\": \"Generally, no paid experience is necessary for EB2. Volunteer experience may be taken into account.\"} \n", + "{\"_question\": \"Would volunteer work be counted as an experience for EB2? I am an OT practitioner in the US and have a BSOT from my home country. I did 2 years of volunteer OT work in an adult setting. Would that be applicable towards the 5 years experience requirement? Additionally, I was not yet licensed as an OT for the first 6 months.\",\n", + "\"_answer\": \"Generally, there is no requirement I am aware of for EB2 that necessitates paid experience. Volunteer work could potentially be used.\"} \n", "\n", "\n", "\n", @@ -3643,12 +3500,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for EB2? I received my Bachelor's in Computer Science Engineering and have been working as an SME in the US on an L1B visa for 4 years. I have also completed two Microsoft certifications and AICPCU certifications. Can I apply for a green card under the EB2 category?\", \n", - "\"_answer\": \"You must have 5 years of experience after your Bachelor's. Certifications typically do not provide an advantage.\"}\n", + "{\"_question\": \"Am I qualified for the EB2 green card? I have a four-year Bachelor's degree in computer science engineering and I am currently working in the United States as a Subject Matter Expert on an L1B visa. I have also completed two Microsoft certifications and AICPCU certifications. Can I apply for the EB2 green card?\",\n", + "\"_answer\": \"You need to have five years of experience after obtaining your Bachelor's degree in order to be eligible for the EB2 green card. Certifications do not usually have an effect on the application.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for EB2? I have a Bachelor's in Computer Science Engineering and have been in the US on an L1B visa for 4 years working as a SME. I also have two Microsoft certifications and AICPCU certifications. Can I get a green card through the EB2 category?\",\n", - "\"_answer\": \"You need to have 5 years of post-Bachelor's experience. Certifications usually do not help.\"} \n", + "{\"_question\": \"Do I meet the requirements for the EB2 green card? I have a four-year Bachelor's degree in computer science engineering and I am currently employed in the United States as a Subject Matter Expert on an L1B visa. I have also obtained two Microsoft certifications and AICPCU certifications. Can I apply for the EB2 green card?\",\n", + "\"_answer\": \"You must have five years of experience after earning your Bachelor's degree in order to be eligible for the EB2 green card. Generally, certifications do not impact your application.\"} \n", "\n", "\n", "\n", @@ -3657,16 +3514,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Does an individual with an approved i-140 need to switch to a comparable job to maintain the priority date?\",\n", - "\"_answer\": \"No, the individual does not have to switch to a comparable job. The green card process must be restarted, however the priority date can be carried over to any job and category (eb1, eb2, eb3).\"}\n", + "{\"_question\": \"If one's I-140 is approved, is it necessary to switch to a comparable job to maintain priority date?\",\n", + "\"_answer\": \"No, it is not required to switch to a similar role. The green card process must be restarted, but the priority date can be transferred to any job or category (EB1, EB2, EB3).\"}\n", "\n", "######\n", - "{\"_question\": \"If a person has an approved i-140, is it necessary to transition to a similar job to preserve the priority date?\",\n", - "\"_answer\": \"No, it is not necessary to change to a similar job. The green card process must be restarted, but the priority date can be shifted to any job and category (eb1, eb2, eb3).\"}\n", + "{\"_question\": \"If an individual has an approved I-140, must they transition into a comparable role to retain their priority date?\",\n", + "\"_answer\": \"No, it is not a requirement to move to a comparable job. The green card process needs to be restarted, but the priority date can be transferred to any job or category (EB1, EB2, EB3).\"}\n", "\n", "######\n", - "{\"_question\": \"If a person has an approved i-140, do they have to move to a similar job to keep the priority date?\",\n", - "\"_answer\": \"No, they do not need to change to a similar job. The green card process must be restarted, but the priority date can be transferred to any job and category (eb1, eb2, eb3).\"} \n", + "{\"_question\": \"If a person has a confirmed I-140, do they have to switch to a similar job to keep their priority date?\",\n", + "\"_answer\": \"No, there is no need to switch to a comparable role. The green card procedure must be restarted, but the priority date can be relocated to any job or category (EB1, EB2, EB3).\"} \n", "\n", "\n", "\n", @@ -3675,16 +3532,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I switch my Green Card application from EB3 to EB2 if the job I'm in now requires a Bachelor's degree and five years of experience? Is it possible to use cross chargeability with my wife, who is an Indian citizen but was born in Kuwait and is on H4 status?\",\n", - "\"_answer\": \"It is possible to apply for an EB2 if the job requires a Bachelor's degree and five years of experience. Cross chargeability is also available and you should discuss the details with your lawyers.\"}\n", + "{\"_question\": \"Can I apply for an EB2 visa if the role I am in requires a Bachelor's degree and five years of experience? Is the concept of 'cross eligibility' applicable to my green card application? If so, how can I make use of it?\", \n", + "\"_answer\": \"Yes, you can apply for an EB2 visa if the job requires a Bachelor's degree and five years of post-Bachelor's experience. Cross chargeability is applicable to your green card application, so you should discuss details with your attorneys.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it possible to transfer my Green Card application from EB3 to EB2 if my current role requires a Bachelor's degree and five years of experience? Can I take advantage of cross chargeability with my wife, who is an Indian citizen born in Kuwait and is currently on H4?\",\n", - "\"_answer\": \"Yes, you can submit an EB2 application if your job requires a Bachelor's degree and five years of experience. Cross chargeability is an option and you should speak to your lawyers about the details.\"}\n", + "{\"_question\": \"If I am in a role requiring a Bachelor's degree and five years of experience, am I eligible to submit an EB2 application? Is cross eligibility applicable to my green card application? How can I take advantage of it?\", \n", + "\"_answer\": \"You are able to apply for an EB2 visa if the job requires a Bachelor's degree and five years of post-Bachelor's experience. Cross chargeability is an option for your green card application, so you should speak with your lawyers about the details.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I apply for EB2 if my role requires a Bachelor's degree and five years of experience, and my Green Card application was initially filed under EB3? Is cross chargeability applicable to my Green Card application if my wife is an Indian citizen born in Kuwait and is currently on H4?\",\n", - "\"_answer\": \"Yes, you can apply for EB2 if the job requires a Bachelor's degree and five years of experience. Cross chargeability is available and you should consult your lawyers for more information.\"} \n", + "{\"_question\": \"Do I meet the qualifications to apply for EB2 if the role I am in requires a Bachelor's degree and five years of experience? Can I use cross eligibility for my green card application? How can I make use of it?\", \n", + "\"_answer\": \"Yes, you qualify for EB2 if the job requires a Bachelor's degree and five years of post-Bachelor's experience. Cross chargeability is possible for your green card application, so you should consult with your attorneys to learn more.\"} \n", "\n", "\n", "\n", @@ -3693,16 +3550,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Is it possible to qualify for an EB2 visa with a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in OT from the US?\",\n", - "\"_answer\": \"It is possible to apply for an EB2 visa if you have a job that requires an advanced degree.\"}\n", + "{\"_question\": \"Can I be eligible for an EB-2 visa with a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in the same field from the US?\",\n", + "\"_answer\": \"It is my belief that if your job requires an advanced degree, you can apply for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Will a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in OT from the US be sufficient for an EB2 visa?\",\n", - "\"_answer\": \"Yes, it is possible to obtain an EB2 visa if your job requires an advanced degree.\"}\n", + "{\"_question\": \"Do I qualify for an EB-2 visa with a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in the same field from the US?\",\n", + "\"_answer\": \"In my opinion, if your occupation necessitates an advanced degree, you can apply for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I obtain an EB2 visa with a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in OT from the US?\",\n", - "\"_answer\": \"Yes, if your position requires an advanced degree, you can apply for an EB2 visa.\"} \n", + "{\"_question\": \"Am I eligible for an EB-2 visa with a Bachelor of Science in Occupational Therapy from the Philippines and an advanced degree in the same field from the US?\",\n", + "\"_answer\": \"My understanding is that if your job requires an advanced degree, you can apply for EB-2.\"} \n", "\n", "\n", "\n", @@ -3711,16 +3568,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"I'm an Indian citizen and my wife is a Russian citizen, born in Russia. We would like to apply for a green card together and I was wondering if I can use her country's priority date (\"current\" as of today) for the green card?\",\n", - "\"_answer\": \"Yes, that is possible. This is known as 'cross changeability'.\"}\n", + "{\"_question\": \"I appreciate your assistance in helping so many of us. I have a query about the interchangeability of EB2 priority dates. I am an Indian national and my wife is a Russian national, born in Russia. When she applies for my green card, can I use her nation's priority date (as of now) for the green card?\", \n", + "\"_answer\": \"Yes, that is accurate. This is known as 'cross changeability.'\"}\n", "\n", "######\n", - "{\"_question\": \"Can I utilize my wife's Russian priority date for my green card application, even though I am an Indian citizen?\",\n", - "\"_answer\": \"Yes, that is an option. This is referred to as 'cross changeability'.\"}\n", + "{\"_question\": \"Your help in guiding many of us is greatly appreciated. I have a question about the possibility of swapping EB2 priority dates. I am from India and my wife is a Russian born in Russia. Can I use her country's priority date (current) for the green card when she applies as my dependent?\", \n", + "\"_answer\": \"Yes, that is correct. This is referred to as 'cross changeability.'\"}\n", "\n", "######\n", - "{\"_question\": \"My wife is a Russian citizen and I am an Indian citizen. Is it possible for me to use her country's priority date for my green card application?\",\n", - "\"_answer\": \"Yes, that is doable. This is called 'cross changeability'.\"} \n", + "{\"_question\": \"Your advice for so many of us is invaluable. I have a question regarding the exchangeability of EB2 priority dates. I am an Indian citizen and my wife is a Russian citizen, born in Russia. When she files for my green card, can I use her country's priority date (as of today) for the green card?\", \n", + "\"_answer\": \"Yes, that is true. This is called 'cross changeability.'\"} \n", "\n", "\n", "\n", @@ -3729,16 +3586,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can my employer help me with my green card if I have a US-based Master's degree and have been offered a state job that requires a Bachelor's degree and 1 year of experience?\", \n", - "\"_answer\": \"No, you will not be eligible for an EB2 unless the job also legitimately requires a post-graduate degree or Bachelor's degree with five years of experience at a minimum.\"}\n", + "{\"_question\": \"Can I apply for an EB2 visa if the job I was offered only requires a bachelor's degree and one year of experience?\",\n", + "\"_answer\": \"No, you will not be eligible to apply for an EB2 visa unless the job requires a post graduate degree or bachelor's degree with five years of experience at a minimum.\"}\n", "\n", "######\n", - "{\"_question\": \"Will my employer be able to support me in my green card application if I have a Master's degree from the US and I have been offered a job which requires a Bachelor's degree and 1 year of experience?\", \n", - "\"_answer\": \"No, you will not qualify for an EB2 unless the job also legitimately requires a post-graduate degree or Bachelor's degree with five years of experience at a minimum.\"}\n", + "{\"_question\": \"What is the minimum requirement to be eligible for an EB2 visa?\",\n", + "\"_answer\": \"In order to be eligible for an EB2 visa, the job must require a post graduate degree or bachelor's degree with five years of experience at a minimum.\"}\n", "\n", "######\n", - "{\"_question\": \"If I have a US-based Master's degree and I have been offered a state job that requires a Bachelor's degree and 1 year of experience, can my employer help me with my green card application?\", \n", - "\"_answer\": \"No, you will not be eligible for an EB2 unless the job also legitimately requires a post-graduate degree or Bachelor's degree with five years of experience at a minimum.\"} \n", + "{\"_question\": \"If I was offered a job with only a bachelor's degree and one year of experience, can I still apply for an EB2 visa?\",\n", + "\"_answer\": \"No, you would not be able to qualify for an EB2 visa unless the job requires a post graduate degree or bachelor's degree with five years of experience at a minimum.\"} \n", "\n", "\n", "\n", @@ -3747,16 +3604,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for the EB2 category if I have a five year bachelors degree from a traditional school in the US and a two year MBA through distance education from an accredited university in the US?\",\n", - "\"_answer\": \"The important thing to determine is if the degree is accredited. Consult with the school to find out.\"}\n", + "{\"_question\": \"Do I qualify for EB2 with an online masters degree? I have a 5 year bachelors degree from a traditional school in the US, and a 2 year MBA from an accredited (Accrediting Commission of the Distance Education and Training Council (DETC)) university in the US. My employer wants to evaluate my master degree as they are unsure if distance education is recognised.\",\n", + "\"_answer\": \"The most important thing to find out is if the degree is accredited. You should contact the school about this.\"}\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for EB2 if I have a five year bachelors degree from a US school and a two year MBA through distance education from an accredited university in the US?\",\n", - "\"_answer\": \"The decisive factor is to ascertain if the degree is accredited. Talk to the school to learn more.\"}\n", + "{\"_question\": \"Do I qualify for EB2 with a masters degree earned through distance education? I have a 5 year bachelors degree from a US school, and a 2 year MBA from an accredited (Accrediting Commission of the Distance Education and Training Council (DETC)) university in the US. My employer is questioning if distance education is accepted.\",\n", + "\"_answer\": \"The primary factor is to determine if the degree is accredited. Reach out to the school to find out.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for the EB2 category if I have a five year bachelors degree from a US college and a two year MBA through distance education from an accredited university in the US?\",\n", - "\"_answer\": \"The critical factor is to determine if the degree is accredited. Reach out to the school to find out.\"} \n", + "{\"_question\": \"Am I eligible for EB2 with a masters degree earned online? I have a 5 year bachelors degree from a US university, and a 2 year MBA from an accredited (Accrediting Commission of the Distance Education and Training Council (DETC)) university in the US. My employer is unsure if distance education is accepted.\",\n", + "\"_answer\": \"The most important thing is to check if the degree is accredited. You should contact the school to confirm this.\"} \n", "\n", "\n", "\n", @@ -3765,16 +3622,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"to qualify for an EB2 visa under the advanced degree category, is it enough to possess a master's degree from an American university, or must the job position require it?\",\n", - "\"_answer\": \"the job position must also authentically necessitate EB2 level qualifications.\"}\n", + "{\"_question\": \"To qualify for EB-2 status with advanced degrees, is having a MS degree from a US university enough or must the job require it?\",\n", + "\"_answer\": \"The job must also necessitate EB-2 level qualifications.\"}\n", "\n", "######\n", - "{\"_question\": \"for EB2 eligibility under the advanced degree classification, is a master's degree from a US college enough, or must the job position mandate it?\",\n", - "\"_answer\": \"the job must also necessitate EB2 level qualifications in a genuine manner.\"}\n", + "{\"_question\": \"For EB-2 classification based on advanced degrees, is a MS degree from a US college enough or must the job demand it?\",\n", + "\"_answer\": \"The job must also necessitate EB-2 level qualifications.\"}\n", "\n", "######\n", - "{\"_question\": \"in order to be eligible for EB2 under the advanced degree category, is having a master's degree from a US university enough, or must the job position specify such?\",\n", - "\"_answer\": \"the job must also genuinely call for EB2 level qualifications.\"} \n", + "{\"_question\": \"To be eligible for EB-2 using advanced degrees, is a MS degree from an American university sufficient or must the job description state so?\",\n", + "\"_answer\": \"The job must also necessitate EB-2 level qualifications.\"} \n", "\n", "\n", "\n", @@ -3783,16 +3640,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Are there any potential issues with my educational background for my I-140 given that my PERM was approved under EB2 and I have a 3 year diploma, 3 year B.Tech, 1.5 year M.Tech, and 8 years of experience at the time of PERM, and all of my education is from India?\", \n", - "\"_answer\": \"There are some variables, but generally, if the B.Tech is supposed to be a 4-year degree and you got it in three due to your diploma, it should be acceptable.\"}\n", + "{\"_question\": \"Are there any potential issues with my education in the I-140 considering that my Permanent Residency is approved under EB2 and I have a 3-year diploma, 3-year B.Tech, 1.5-year M.Tech, and 8 years of experience?\",\n", + "\"_answer\": \"It depends on the specifics, but typically speaking, if you completed the B.Tech in three years due to your diploma, there should be no problem.\"}\n", "\n", "######\n", - "{\"_question\": \"I have been approved for PERM under EB2 with a 3 year diploma, 3 year B.Tech, 1.5 year M.Tech, and 8 years of experience at the time of PERM, all from India. Could there be any problems with my educational background for my I-140?\", \n", - "\"_answer\": \"There are some factors to consider, but generally, if the B.Tech is supposed to be a 4-year degree and you got it in three because of your diploma, it should be okay.\"}\n", + "{\"_question\": \"My EB2 Permanent Residency is approved and I have a 3-year diploma, 3-year B.Tech, 1.5-year M.Tech, and 8 years of experience. Could my education be an issue on my I-140?\",\n", + "\"_answer\": \"It depends, however usually if you earned the B.Tech in three years due to the diploma, it should not be a problem.\"}\n", "\n", "######\n", - "{\"_question\": \"Given that my PERM was approved under EB2, and I have a 3 year diploma, 3 year B.Tech, 1.5 year M.Tech, and 8 years of experience at the time of PERM, all from India, could there be any issues with my educational background for my I-140?\", \n", - "\"_answer\": \"There are some variables to consider, but generally, if the B.Tech is meant to be a 4-year degree and you got it in three due to your diploma, it should be fine.\"} \n", + "{\"_question\": \"My EB2 Permanent Residency is accepted and I have a 3-year diploma, 3-year B.Tech, 1.5-year M.Tech, and 8 years of experience. Am I likely to face any issues with my education on the I-140?\",\n", + "\"_answer\": \"It varies, but typically if you obtained the B.Tech in three years because of the diploma, there should not be a problem.\"} \n", "\n", "\n", "\n", @@ -3801,16 +3658,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the normal duration to receive a green card through the EB2 category? I have a Master's in International Business and 7 years of experience in the US and Europe. I have a job offer from the US and I would like to submit the application.\",\n", - "\"_answer\": \"The biggest holdup for most people is the priority date movement. Look at the Visa Bulletin and the Permanent Processing Times for more information. That should give you a good idea of what to expect.\"}\n", + "{\"_question\": \"What is the typical wait time for getting a green card through the EB2 category? I have a master's degree in international business and 7 years of experience in the United States and Europe. I have a job offer in the US and I want to submit the application.\",\n", + "\"_answer\": \"The most significant holdup for most people is the movement of the priority date. Check out the visa bulletin and the perm processing times. That should provide you with a good idea.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the average time it takes to get a green card through the EB2 category? I possess a Master's in International Business and 7 years of experience in the US and EU. I have a job offer from the US and I want to file the petition.\",\n", - "\"_answer\": \"The main delay for many people is the priority date movement. Check the Visa Bulletin and the Permanent Processing Times to get a better idea. That should give you a better understanding.\"}\n", + "{\"_question\": \"What is the normal duration to obtain a green card under the EB2 category? I have a master's degree in international business and 7 years of experience in the US and EU. I have been offered a job in America and I am looking to submit the petition.\",\n", + "\"_answer\": \"The biggest impediment for most people is the advancement of the priority date. Review the visa bulletin and the perm processing times. That should give you a good idea.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the usual timeline to obtain a green card through the EB2 category? I have a Master's in International Business and 7 years of experience in the US and Europe. I obtained a job offer from the US and I plan to submit the petition.\",\n", - "\"_answer\": \"The biggest hurdle for many people is the priority date movement. Have a look at the Visa Bulletin and the Permanent Processing Times for more information. That should provide you with a better understanding.\"} \n", + "{\"_question\": \"What is the average time required to acquire a green card via the EB2 category? I possess a master's degree in international business and 7 years of experience in the USA and Europe. I have received a job offer from the US and I am eager to file the petition.\",\n", + "\"_answer\": \"The most significant delay for most people is the progress of the priority date. Look at the visa bulletin and the perm processing times. That should give you a good idea.\"} \n", "\n", "\n", "\n", @@ -3819,16 +3676,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I meet the requirements for EB-2 eligibility? I recently had my PERM approved in the EB-2 category and I'm wondering if my education qualifies for the EB-2 category. I have a Bachelor's in Computing from the UK, which was a three-year course, and a Master's from the UK in Computing, which was a one-year course. Is this qualification enough for EB-2?\",\n", - "\"_answer\": \"It's hard to say. It all depends on the type of degrees and the language used in the form I-9089.\"}\n", + "{\"_question\": \"Can I use my education to qualify for EB-2? I have a Bachelor's in Computing from the UK which was a three year course and a Master's from the UK in Computing which was a one year course. Will this be enough to meet the requirements for EB-2?\",\n", + "\"_answer\": \"No way to know for sure. It all depends on the type of degrees and how they are described on the Form I-9089.\"}\n", "\n", "######\n", - "{\"_question\": \"Will my qualifications suffice for EB-2? My PERM was recently approved in the EB-2 category and I'm curious if my education meets the requirements. I have a Bachelor's in Computing from the UK, which was a three-year program, and a Master's from the UK in Computing, which was a one-year program. Is this enough for EB-2?\",\n", - "\"_answer\": \"It's impossible to tell. It all comes down to the type of degrees and the language used in the form I-9089.\"}\n", + "{\"_question\": \"Is my education sufficient for EB-2 status? I have a Bachelor's in Computing from the UK that took three years and a Master's from the UK in Computing that was a one year course. Will this qualify me for EB-2?\",\n", + "\"_answer\": \"Cannot be certain. It all comes down to the type of degrees and the way they are presented on the Form I-9089.\"}\n", "\n", "######\n", - "{\"_question\": \"Am I eligible for EB-2? I just had my PERM approved in the EB-2 category and I'm wondering if my education satisfies the EB-2 criteria. I have a Bachelor's in Computing from the UK, which was a three-year course, and a Master's from the UK in Computing, which was a one-year course. Is this qualification sufficient for EB-2?\",\n", - "\"_answer\": \"It's hard to predict. It all depends on the type of degrees and the language used in the form I-9089.\"} \n", + "{\"_question\": \"Am I eligible for EB-2? I have a Bachelor's in Computing from the UK that was a three year course and a Master's from the UK in Computing that was a one year course. Will this be enough to qualify for EB-2?\",\n", + "\"_answer\": \"Unable to tell. It all depends on the type of degrees and how they are described on the Form I-9089.\"} \n", "\n", "\n", "\n", @@ -3837,16 +3694,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can I take advantage of cross chargeability if I am on an H1B visa, born in India, and have an approved EB2 I-140, but cannot apply for I-485 due to a November 2008 priority date? Is it possible if my girlfriend, who was born in a country other than India or China, and is not currently in the US or on an H1B visa, marries me? Would that enable us to both file for I-485 immediately?\",\n", - "\"_answer\": \"Cross changeability is an option if your partner was born in a country different from yours. She can only submit her I-485 if she is in the US.\"}\n", + "{\"_question\": \"Can I use cross-chargeability if I was born in India and my H1B has an approved EB2 I-140, but I can't apply for the I-485 since my priority date is November 2008? Will marrying someone from a different country than India/China enable us to file for the I-485 right away?\",\n", + "\"_answer\": \"Cross-chargeability is an option if your partner was born in a country other than your own. Your spouse can submit their I-485 if they are currently in the US.\"}\n", "\n", "######\n", - "{\"_question\": \"If I am on an H1B visa, born in India, and have an approved EB2 I-140, but cannot submit an I-485 due to a November 2008 priority date, can I take advantage of cross chargeability? What if my girlfriend, who was born in a country other than India or China, marries me? Would that allow us to file for I-485 straight away?\",\n", - "\"_answer\": \"Cross changeability is available if your partner was born in a different country from yours. She can only file her I-485 if she is in America.\"}\n", + "{\"_question\": \"I was born in India and have an approved EB2 I-140 for my H1B, but I can't file for the I-485 because my priority date is November 2008. If I marry someone from a different country than India/China, will that let us both apply for the I-485 straight away?\",\n", + "\"_answer\": \"Cross-chargeability is possible if your partner was born in a country other than your own. Your partner can file their I-485 if they are in the US.\"}\n", "\n", "######\n", - "{\"_question\": \"Since I am on an H1B visa, born in India, and have an approved EB2 I-140, but cannot apply for I-485 due to a November 2008 priority date, is cross chargeability an option? What if my girlfriend, who was born in a country other than India or China, and is not in the US or on an H1B visa, marries me? Would that enable us to both submit for I-485 right away?\",\n", - "\"_answer\": \"Cross changeability is possible if your spouse was born in a different country than yours. She can only submit her I-485 if she is in the US.\"} \n", + "{\"_question\": \"I was born in India and have an approved EB2 I-140 for my H1B, but I'm unable to apply for the I-485 due to my priority date being November 2008. If I marry someone from a different country than India/China, will that enable us to submit the I-485 immediately?\",\n", + "\"_answer\": \"Cross-chargeability is an option if your spouse was born in a different country than yours. Your partner can submit their I-485 if they are currently in the US.\"} \n", "\n", "\n", "\n", @@ -3855,16 +3712,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What are the chances of the US Embassy denying my EB2 approval from the USCIS?\",\n", - "\"_answer\": \"It is unlikely, however there is still a chance.\"}\n", + "{\"_question\": \"Can I still be refused by the US Embassy despite my EB2 being approved by the USCIS?\",\n", + "\"_answer\": \"It is improbable, yet possible.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I be denied by the US Embassy despite having my EB2 approved by the USCIS?\",\n", - "\"_answer\": \"The possibility exists, though it is not likely.\"}\n", + "{\"_question\": \"What are the chances of being rejected by the US Embassy despite having my EB2 approved by the USCIS?\",\n", + "\"_answer\": \"It is unlikely, yet achievable.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the probability of the US Embassy rejecting my EB2 approval from the USCIS?\",\n", - "\"_answer\": \"It is improbable, but not impossible.\"} \n", + "{\"_question\": \"Is it possible to be denied by the US Embassy even if the USCIS approved my EB2?\",\n", + "\"_answer\": \"It is improbable, yet doable.\"} \n", "\n", "\n", "\n", @@ -3873,16 +3730,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Would I be eligible to apply for permanent residency in the US under EB-2 if I have a Master's degree in Finance and 9 years of experience as a technology professional?\",\n", - "\"_answer\": \"Yes, provided that you have earned the degree prior to submitting your application for permanent residency.\"}\n", + "{\"_question\": \"Is it possible to apply for a permanent position under EB-2 if I am a technology professional with nine years of work experience and am graduating from a part-time MBA program with a concentration in finance this December?\",\n", + "\"_answer\": \"Yes, as long as you have earned your master's degree by the time you file for the permanent position, you should be eligible to apply for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"If I am a technology professional with a Master's degree in Finance and 9 years of experience, am I qualified to apply for EB-2 permanent residency?\",\n", - "\"_answer\": \"Yes, if you have the degree before you file your permanent residency application, you should be able to get EB-2.\"}\n", + "{\"_question\": \"If I am a technology professional with nine years of experience and am finishing a part-time MBA program with a concentration in finance this December, can I apply for a permanent position under EB-2?\",\n", + "\"_answer\": \"Yes, provided you have obtained your master's degree before you submit the permanent position application, you should be able to be eligible for EB-2.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I apply for EB-2 permanent residency with a Master's degree in Finance and 9 years of experience in technology?\",\n", - "\"_answer\": \"Yes, if you have obtained the degree before submitting your application for permanent residency, you should be eligible for EB-2.\"} \n", + "{\"_question\": \"Do I qualify for the EB-2 permanent position if I am a technology professional with nine years of work experience and will be graduating from a part-time MBA program (finance concentration) this December?\",\n", + "\"_answer\": \"Yes, as long as you have earned your master's degree before submitting your permanent position application, you should be able to get EB-2.\"} \n", "\n", "\n", "\n", @@ -3891,16 +3748,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Can company B refile my I-140 under EB2 if they acquired the assets from company A?\",\n", - "\"_answer\": \"It appears that there is a possibility to start a new PERM process under EB2 and transfer the priority date. You should discuss this with your legal counsel.\"}\n", + "{\"_question\":\"Can company B refile the I-140 using the labor certificate from company A and file it under EB2?\",\n", + "\"_answer\":\"It is likely that company B can use the labor certificate from company A to refile the I-140 under EB2. Consult with your legal team for further advice.\"}\n", "\n", "######\n", - "{\"_question\": \"If company B acquires the assets from company A, is it possible to refile my I-140 under EB2?\",\n", - "\"_answer\": \"It looks like this could be a good chance to initiate a new PERM process under EB2 and transfer the priority date. It is recommended that you consult with your attorney.\"}\n", + "{\"_question\":\"If company B takes over the assets of company A, can they use the labor certificate to refile the I-140 under EB2?\",\n", + "\"_answer\":\"It appears to be a viable option for company B to use the labor certificate from company A to refile the I-140 under EB2. It is recommended to consult with a legal team for more information.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it feasible for company B to refile my I-140 under EB2 if they take over the assets from company A?\",\n", - "\"_answer\": \"This could be a great opportunity to start a fresh PERM application under EB2 and switch the priority date. You should speak with your legal advisor about this.\"} \n", + "{\"_question\":\"Is it possible for company B to use the labor certificate from company A to refile the I-140 under EB2?\",\n", + "\"_answer\":\"It looks like company B can use the labor certificate from company A to refile the I-140 under EB2. It is advisable to talk to your legal team for more information.\"} \n", "\n", "\n", "\n", @@ -3909,16 +3766,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"I have a 10+3.5 years diploma and 3 years bs in Computer Engineering and Information Systems (BITS). My labor is being processed under the EB2 category, and I'm worried that my I-140 will get denied based on my education. Mr. Khanna, do you have any successful cases with a diploma and bs?\",\n", - "\"_answer\": \"I understand your concern. These cases can be tricky to get approved. I'm commenting in general because I don't know the specifics. It would be best to discuss your worries with your lawyer and get a response in writing if possible.\"}\n", + "{\"_question\": \"What is the likelihood of my I-140 being denied due to my educational background of 10+3.5 years diploma in computer engineering and 3 years bs in information systems (bits)?\",\n", + "\"_answer\": \"It is possible that your I-140 could be denied because of your educational background. It is best to discuss your concerns with your lawyer and see if you can get a written response.\"}\n", "\n", "######\n", - "{\"_question\": \"I have a combined 10+3.5 years diploma and 3 years bs in Computer Engineering and Information Systems (BITS). My labor is in the process of being approved under the EB2 category, but I'm concerned that my I-140 might be rejected due to my education. Mr. Khanna, do you have any past cases with a diploma and bs that were successful?\",\n", - "\"_answer\": \"I can see why you're concerned. These types of cases can be hard to get approved. I'm speaking generally here since I don't have the details. Talk to your attorney about your worries and try to get a written response if you can.\"}\n", + "{\"_question\": \"I am worried that my I-140 application will be refused because of my educational qualifications which include 10+3.5 years diploma in computer engineering and 3 years bs in information systems (bits). Mr. Khanna, do you have any cases that have been approved with this type of education?\",\n", + "\"_answer\": \"It is likely that your apprehension is valid. These types of cases are difficult to get approved. I am unable to give you a definitive answer because I do not know the exact facts. You should speak to your lawyer about your worries and see if you can get a written response.\"}\n", "\n", "######\n", - "{\"_question\": \"I obtained a 10+3.5 years diploma and 3 years bs in Computer Engineering and Information Systems (BITS). My labor is currently being reviewed under the EB2 category, but I'm worried that my I-140 may be denied because of my education. Mr. Khanna, do you have any approved cases with a diploma and bs?\",\n", - "\"_answer\": \"I understand your apprehension. These kinds of cases can be difficult to get approved. I'm speaking generally since I don't know the specifics. It's best to discuss your fears with your lawyer and try to get a written response if possible.\"} \n", + "{\"_question\": \"I am concerned that my I-140 will be rejected due to my educational background which is 10+3.5 years diploma in computer engineering and 3 years bs in information systems (bits). Mr. Khanna, do you have any successful cases with this kind of education?\",\n", + "\"_answer\": \"You have reason to be concerned. It is not easy to get approval for this type of situation. I cannot give you an exact answer without knowing the facts. It is best to talk to your lawyer about your worries and see if you can get a written response.\"} \n", "\n", "\n", "\n", @@ -3927,16 +3784,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What are the prospects for my second EB1 application?\",\n", - "\"_answer\": \"It's hard to say without knowing the details of your case. It's like trying to diagnose a patient without having access to them or their records.\"}\n", + "{\"_question\": \"What are the odds of my EB1 Extraordinary Ability petition being accepted in my second filing?\",\n", + "\"_answer\": \"It is impossible to predict the outcome of your petition without more information about your case.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the odds of my EB1 application succeeding this time?\",\n", - "\"_answer\": \"It's impossible to give an accurate prediction without having more information. It's like trying to diagnose a patient without seeing them or their records.\"}\n", + "{\"_question\": \"What is the likelihood of me getting approval for my EB1 Extraordinary Ability petition in my second filing?\",\n", + "\"_answer\": \"It is impossible to provide an accurate assessment without more information regarding your case.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the likelihood of my EB1 application succeeding on a second attempt?\",\n", - "\"_answer\": \"It's not possible to give a reliable answer without more information. It's like trying to diagnose a patient without access to them or their records.\"} \n", + "{\"_question\": \"What is the probability of my EB1 Extraordinary Ability petition being approved in my second filing?\",\n", + "\"_answer\": \"It is impossible to give a definitive answer without more information about your situation.\"} \n", "\n", "\n", "\n", @@ -3945,16 +3802,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for an EB2 visa? I have a Bachelor's Degree (BSN) in Nursing, completed a medical program equivalent to a Master's Degree, and have been an administrator at a top nursing school in Manila for 5 years. I'm also working on my PhD in Biology at a top university in Manila. Is an EB2 petition family-based? My parents live in New Jersey.\", \n", - "\"_answer\": \"EB stands for employment-based. To qualify for an EB2 visa, you must have either a postgraduate degree (by US standards) or a four-year Bachelor's Degree with five years of progressively responsible experience. You should consult with your attorney about applying for an EB2 and transferring your priority date.\"}\n", + "{\"_question\": \"Do I qualify for an EB-2 visa given my academic background?\",\n", + "\"_answer\": \"EB-2 is available for those who have a post-graduate degree (according to US standards) or a 4 year bachelor's degree with five years of progressively responsible experience. You should consult your lawyer to explore the possibility of applying for an EB-2 and transferring your priority date.\"}\n", "\n", "######\n", - "{\"_question\": \"I am currently petitioned under EB3, but my application has been affected by retrogression. Can I apply for an EB2 visa? I have a Bachelor's Degree (BSN) in Nursing, took up a medical program equivalent to a Master's Degree, and have been a faculty/administrator at a top nursing school in Manila for 5 years. I am also pursuing my PhD in Biology at a top university in Manila. Am I eligible for an EB2? Is an EB2 petition family-based? My parents live in New Jersey.\", \n", - "\"_answer\": \"EB stands for employment-based. In order to qualify for an EB2 visa, you must have either a postgraduate degree (by US standards) or a four-year Bachelor's Degree with five years of progressively responsible experience. You should consult with your lawyer about applying for an EB2 and transferring your priority date.\"}\n", + "{\"_question\": \"Can I apply for an EB-2 visa despite the retrogression?\",\n", + "\"_answer\": \"Yes, you may be eligible to apply for an EB-2 visa. This type of visa is available to those who have a post-graduate degree (according to US standards) or a 4 year bachelor's degree with five years of progressively responsible experience. You should speak with your lawyer to discuss the possibility of transferring your priority date.\"}\n", "\n", "######\n", - "{\"_question\": \"I have been petitioned under EB3 and am stuck with retrogression. Can I apply for an EB2 visa? I have a Bachelor's Degree (BSN) in Nursing, completed a medical program equivalent to a Master's Degree, and have been a faculty/administrator at a top nursing school in Manila for 5 years. I am also working on my PhD in Biology at a top university in Manila. Am I eligible for an EB2? Is an EB2 petition family-based? My parents live in New Jersey.\", \n", - "\"_answer\": \"EB stands for employment-based. To be eligible for an EB2 visa, you must have either a postgraduate degree (by US standards) or a four-year Bachelor's Degree with five years of progressively responsible experience. You should speak with your attorney about applying for an EB2 and transferring your priority date.\"} \n", + "{\"_question\": \"Will my parents be able to join me if I am granted an EB-2 visa?\",\n", + "\"_answer\": \"EB-2 is an employment-based visa, so it is not a family-based petition. However, your parents may be eligible to apply for a family-based visa. You should consult your lawyer to explore the possibility of applying for an EB-2 and transferring your priority date.\"} \n", "\n", "\n", "\n", @@ -3963,16 +3820,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I need to wait for the diploma to apply for EB2?\",\n", - "\"_answer\": \"Usually, when it comes to immigration law, it is the completion of the degree that matters, not the formal diploma. Consult with your attorneys.\"}\n", + "{\"_question\": \"What is the standard for immigration law when it comes to degree completion? I have a full official transcript and a letter confirming that I have fulfilled all the requirements for my master's degree. The university's next graduation date is January 30, 2009, when I will receive the diploma. Can I use the full official transcript to apply for the EB2 visa or do I need to wait until I receive the diploma?\", \n", + "\"_answer\": \"Generally, immigration law looks at when the degree was finished, not when the diploma was given. Consult with your attorneys for more information.\"}\n", "\n", "######\n", - "{\"_question\": \"When can I apply for EB2?\",\n", - "\"_answer\": \"Immigration law typically looks at when the degree was finished, not when the diploma is awarded. Speak to your legal advisors.\"}\n", + "{\"_question\": \"What is the criterion for immigration law regarding degree completion? I have a full, official transcript as well as a letter verifying that I have completed all the requirements for my master's degree. The university's next graduation date is January 30, 2009, when I will get the diploma. Can I submit the full, official transcript for my EB2 visa application or do I have to wait until I get the diploma?\", \n", + "\"_answer\": \"Generally, immigration law focuses on when the degree was finished - not when the diploma was awarded. Speak with your lawyers for more information.\"}\n", "\n", "######\n", - "{\"_question\": \"What is the basis for EB2 application?\",\n", - "\"_answer\": \"The law of immigration usually takes into account when the degree was completed, not when the diploma was presented. You should contact your lawyers.\"} \n", + "{\"_question\": \"What is the standard for immigration law when it comes to degree completion? I have a full, official transcript and a letter confirming that I have met all the requirements for my master's degree. The university's next graduation date is January 30, 2009, when I will obtain the diploma. Can I use the full, official transcript to apply for the EB2 visa or do I have to wait until I receive the diploma?\", \n", + "\"_answer\": \"Generally, immigration law looks at when the degree was completed - not when the diploma was given. Consult with your attorneys for more information.\"} \n", "\n", "\n", "\n", @@ -3981,16 +3838,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"What is the chance of being denied due to educational qualifications when filing under EB-2?\",\n", - "\"_answer\": \"It is possible for USCIS to query your educational background at any stage of the process, but it is more likely to be questioned in detail during the I-140 stage.\"}\n", + "{\"_question\": \"What is the risk of being denied due to educational qualifications in the EB-2 category?\", \n", + "\"_answer\": \"The educational requirements are typically scrutinized in depth during the I-140 stage, however, USCIS can inquire about them at any time. I have seen I-140s that have been approved and then revoked during the I-485 stage.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the risks of denial when filing for EB-2 based on educational qualifications?\",\n", - "\"_answer\": \"USCIS may bring up any issues related to your educational qualifications at any point during the process, but it is more often looked at closely during the I-140 phase. I have seen I-140's that were approved and then denied at the I-485 stage.\"}\n", + "{\"_question\": \"What is the likelihood of being refused on the basis of one's educational background under the EB-2 category?\", \n", + "\"_answer\": \"It is typical for one's educational background to be closely examined at the I-140 stage, but USCIS could raise questions about it at any point. There have been cases of I-140s that were accepted and then denied during the I-485 stage.\"}\n", "\n", "######\n", - "{\"_question\": \"When is the most likely time for educational qualifications to be denied for EB-2?\",\n", - "\"_answer\": \"The I-140 phase is usually when educational qualifications are examined in depth. However, USCIS may raise any questions at any stage, and I have seen cases where an approved I-140 was reversed at the I-485 stage.\"} \n", + "{\"_question\": \"What is the chance of refusal due to educational qualifications when filing under EB-2?\", \n", + "\"_answer\": \"The educational qualifications are usually assessed in detail at the I-140 stage, however, USCIS could bring it up at any stage. I have seen approved I-140s that were overturned and denied at the I-485 stage.\"} \n", "\n", "\n", "\n", @@ -3999,16 +3856,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I qualify for an EB2 green card if I have a B.Sc in Physics from India and a MCA in IT from the same country?\",\n", - "\"_answer\": \"It is possible, though your lawyer should craft the PERM application with care to ensure that if EB2 is rejected, EB3 is still an option.\"}\n", + "{\"_question\": \"Is it feasible to file for an employment-based green card in the EB2 category if I have a B.Sc. in Physics from India and an MCA in IT?\",\n", + "\"_answer\": \"Yes, it is possible, however, it is important to have your lawyers draft the PERM application carefully so that even if EB2 is denied, EB3 may still be approved.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the chances of me getting an EB2 visa if my educational background includes a B.Sc in Physics from India and a MCA in IT from the same country?\",\n", - "\"_answer\": \"It is a possibility, however your attorney should be sure to construct the PERM application cautiously so that if EB2 is denied, EB3 is still a viable option.\"}\n", + "{\"_question\": \"Can I apply for an employment-based green card in the EB2 classification if I have a B.Sc. in Physics from India and an MCA in IT?\",\n", + "\"_answer\": \"Yes, it is a possibility, but it is important that your lawyers create the PERM application carefully so that if EB2 is rejected, EB3 may still be approved.\"}\n", "\n", "######\n", - "{\"_question\": \"If I have a B.Sc in Physics from India and a MCA in IT from the same country, can I apply for an EB2 green card?\",\n", - "\"_answer\": \"It is feasible, but your legal representative should formulate the PERM application prudently so that if EB2 is denied, EB3 is still available.\"} \n", + "{\"_question\": \"Is it possible to submit an application for an employment-based green card in the EB2 category if I have a B.Sc. in Physics from India and an MCA in IT?\",\n", + "\"_answer\": \"Yes, it is doable, however, it is essential to have your lawyers craft the PERM application cautiously so that if EB2 is denied, EB3 may still be accepted.\"} \n", "\n", "\n", "\n", @@ -4017,16 +3874,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Is it feasible to apply for an employment-based green card in the EB2 category if I have a B.Sc in Physics from India and a Masters in Computer Science from the same country?\",\n", - "\"_answer\": \"Yes, but make sure your lawyers draft the PERM application carefully to ensure that if EB2 is denied, EB3 is still a viable option.\"}\n", + "{\"_question\": \"Do I qualify for an EB2 visa? I have a B.Sc in Physics from India and an MCA in IT from India. Can I file for an employment-based green card in the EB2 category if I am applying for a job in an IT company?\",\n", + "\"_answer\": \"It is feasible, but make sure your attorneys carefully construct the PERM application. That way, if the EB2 is denied, the EB3 may still be accepted.\"}\n", "\n", "######\n", - "{\"_question\": \"Can I obtain an employment-based green card in the EB2 classification with a B.Sc in Physics from India and a Masters in Computer Science from the same nation?\",\n", - "\"_answer\": \"Yes, it is possible. Advise your attorneys to draft the PERM application with caution so that if EB2 is not granted, EB3 is still an option.\"}\n", + "{\"_question\": \"Am I eligible for an EB2 visa? I have a B.Sc in Physics from India and an MCA in IT from India. Could I file for an employment-based green card in the EB2 category if I am applying for a job in an IT company?\",\n", + "\"_answer\": \"It is feasible, but your lawyers should craft the PERM application cautiously. That way, if the EB2 is denied, the EB3 could still be approved.\"}\n", "\n", "######\n", - "{\"_question\": \"Would I be eligible for an employment-based green card in the EB2 category if I have a B.Sc in Physics from India and a Masters in Computer Science from the same country?\",\n", - "\"_answer\": \"Yes, but make sure your legal team prepares the PERM application carefully to ensure that if EB2 is not approved, EB3 is still an option.\"} \n", + "{\"_question\": \"EB2 qualification. I have a question about EB2 eligibility. I have a B.Sc in Physics from India and an MCA in IT from India. Can I submit an employment-based green card in the EB2 category if I am applying for a job in an IT company?\",\n", + "\"_answer\": \"It is doable, but have your attorneys carefully compose the PERM application. That way, if the EB2 is rejected, the EB3 may still be granted.\"} \n", "\n", "\n", "\n", @@ -4035,16 +3892,16 @@ "\n", "\n", "######\n", - "{\"_question\": \"Does my wife qualify for EB2 processing similar to physical therapists as she has a post professional degree in occupational therapy from a well-known school?\",\n", - "\"_answer\": \"Unfortunately, occupational therapists do not have a special category like physical therapists. However, EB2 may be possible. Your wife should consult with her lawyers for more information.\"}\n", + "{\"_question\": \"Does my wife qualify for EB2 processing as an occupational therapist?\",\n", + "\"_answer\": \"OT's do not have a special category like physical therapists, but it is possible to apply for EB-2. Your wife should consult with her lawyers to determine if she qualifies.\"}\n", "\n", "######\n", - "{\"_question\": \"What are the chances of my wife obtaining EB2 processing with her post professional degree in occupational therapy from a reputable school?\",\n", - "\"_answer\": \"Occupational therapists do not have a special category like physical therapists. Nevertheless, EB2 might be achievable. Your wife should talk to her lawyers for more details.\"}\n", + "{\"_question\": \"What is the process for my wife to apply for EB2 with her occupational therapist degree?\",\n", + "\"_answer\": \"OT's do not have a special pathway like physical therapists, but it is possible to apply for EB-2. Your wife should speak with her lawyers to find out if she meets the criteria.\"}\n", "\n", "######\n", - "{\"_question\": \"Is it possible for my wife to get EB2 processing with her OT degree from a well-known school?\",\n", - "\"_answer\": \"Occupational therapists do not have a separate category like physical therapists. Nonetheless, EB2 could be possible. Your wife should consult with her lawyers for more information.\"} \n", + "{\"_question\": \"Can my wife use her occupational therapist degree to apply for EB2?\",\n", + "\"_answer\": \"OT's do not have a dedicated category like physical therapists, but it is possible to apply for EB-2. Your wife should check with her lawyers to see if she is eligible.\"} \n", "\n", "\n", "\n", @@ -4053,16 +3910,12 @@ "\n", "\n", "######\n", - "{\"_question\": \"Do I have the qualifications to apply for an EB-2 green card if I have 3 years of IT experience and am in the process of completing a master's degree?\",\n", - "\"_answer\": \"Yes, you should have the qualifications to apply for an EB-2 green card if you have 3 years of IT experience and have completed a master's degree.\"}\n", + "{\"_question\": \"I have 3 years of experience in the IT field and am looking to finish a master's degree. Is it a good idea to pursue a master's degree while having 3 years of work experience? Please give me your advice.\",\n", + "\"_answer\": \"I understand you are inquiring if you can apply for an EB-2 visa. The answer is yes, once you have obtained your master's degree and have a job that requires the degree or a bachelor's degree plus 5 years of experience.\"}\n", "\n", "######\n", - "{\"_question\": \"If I have 3 years of IT experience and am working towards a master's degree, can I apply for an EB-2 green card?\",\n", - "\"_answer\": \"Yes, you should be able to apply for an EB-2 green card with 3 years of IT experience and a master's degree.\"}\n", - "\n", - "######\n", - "{\"_question\": \"If I have 3 years of experience in IT and am finishing a master's degree, do I qualify for an EB-2 green card?\",\n", - "\"_answer\": \"Yes, you should qualify for an EB-2 green card with 3 years of experience in IT and a completed master's degree.\"} \n", + "{\"_question\": \"I have 3 years of experience in IT and am about to complete my master's. Is it beneficial to do the MS while having 3 years of work experience? Please provide me with your opinion.\",\n", + "\"_answer\": \"I'm assuming you are asking if you can submit an application for an EB-2 green card. The answer is yes, once you have finished your master's and have a job that needs the degree or a bachelor's plus five years of experience.\"} \n", "\n", "\n", "\n" @@ -4073,12 +3926,12 @@ "qaa_augmented_raw = []\n", "for id, batch_inputs_string in enumerate(qaa_list_encoded):\n", " print(id, \"\\n\") # \"\\n\\n\\n\", \"input:\\n\", batch_inputs_string, \"\\n\"\n", - " completion_batch = client.completions.create(\n", - " prompt=batch_inputs_string,\n", + " completion_batch = openai.Completion.create(\n", + " prompt=batch_inputs_string, \n", " model=\"text-davinci-003\",\n", " temperature = 0.5,\n", " max_tokens = 2000 # The maximum number of tokens to generate in the completion\n", - " ).model_dump()\n", + " )\n", " results_string = completion_batch['choices'][0]['text']\n", " print(results_string, \"\\n\\n\\n\")\n", " qaa_augmented_raw.append(results_string)" @@ -4094,7 +3947,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 125, "id": "3df4c39b-fca0-4f80-a5ef-2e5b9c790b4d", "metadata": {}, "outputs": [], @@ -4129,7 +3982,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 126, "id": "ad7db994-92b6-4c17-b083-2dbddacd272c", "metadata": {}, "outputs": [], @@ -4149,17 +4002,17 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 127, "id": "9269aba8-ee1e-4f71-bf1c-e80d806b0842", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'\\n\\n######\\n{\"_question\": \"Can I begin the green card process if my H-1B is picked in the lottery and I have a master\\'s degree in engineering management?\",\\n\"_answer\": \"Yes, your employer can initiate the green card process even before you start working. You can check the salary requirements for EB-2 advanced degree holders by county and profession by visiting this website - https://www.flcdatacenter.com/\"}\\n\\n######\\n{\"_question\": \"If I have a master\\'s degree in engineering management and my employer files my H-1B, can I start the green card process if it is selected in the lottery?\",\\n\"_answer\": \"Yes, the green card process can be initiated by the employer before you join. You can view the salary cap for EB-2 advanced degree holders by county and profession by using this link - https://www.flcdatacenter.com/\"}\\n\\n######\\n{\"_question\": \"If I have a master\\'s degree in engineering management and my employer submits my H-1B, can I initiate the green card process if it is chosen in the lottery?\",\\n\"_answer\": \"Yes, the employer can begin the green card process even before you join. You can see the salary figures for EB-2 advanced degree holders by county and profession by consulting this website - https://www.flcdatacenter.com/\"}'" + "'\\n\\n######\\n{\"_question\": \"Do I need to wait before beginning the green card process if my employer files an H-1B and the lottery is picked?\",\\n\"_answer\": \"No, the employer can initiate the green card process prior to your joining. You can review the salary figures by county and profession at this link -https://www.flcdatacenter.com/\"}\\n\\n######\\n{\"_question\": \"Can I start the green card process if my employer has filed an H-1B and it has been selected in the lottery?\",\\n\"_answer\": \"Yes, the employer can begin the green card process even before you join. Check out this link -https://www.flcdatacenter.com/ to view the salary figures by county and profession.\"}\\n\\n######\\n{\"_question\": \"If my employer files an H-1B and it is selected in the lottery, when can I start the green card process?\",\\n\"_answer\": \"The employer can initiate the green card process prior to your joining. You can examine the salary figures by county and profession at this link -https://www.flcdatacenter.com/\"}'" ] }, - "execution_count": 18, + "execution_count": 127, "metadata": {}, "output_type": "execute_result" } @@ -4192,7 +4045,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "id": "ec478198-784d-4b53-8dd0-293ef337814a", "metadata": {}, "outputs": [], @@ -4200,7 +4053,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 128, "id": "1284802f-185f-4783-9cd1-26706baafbdf", "metadata": {}, "outputs": [ @@ -4208,25 +4061,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "unterminated string literal (detected at line 3) (, line 3)\n", - "\n", - "{\"_question\": \"What is the educational criteria for EB-2?\",\n", - "\"_answer\": \"In June 2007, USCIS clarified what is considered to be equivalent to a U.S. master's degree for employment-based category 2. Each petition and its supporting documentation are examined on a case-by-case basis and degree equivalencies are based on the evidence presented with the individual case. However, the below is provided as a general outline: 1. U.S. master's degree as long as it is in the field required, no additional document is required. 2. Four-year bachelor's degree + two-year master's degree (India) with degrees in the same or related fields, this will generally be considered the equivalent to a U.S. master's degree and no additional document is required. 3. Three-year bachelor's degree + three-year master's degree (India) with degrees in the same or related fields, this will generally be equivalent to a U.S. master's degree and no additional document is required. 4. Three-year bachelor's degree + one-year postgraduate diploma + two-year master's degree (India) with degrees in the same or similar field - this would generally be considered the equivalent of a bachelor's degree plus one additional year of education. Therefore, the beneficiary would also need to have five years' progressive experience. If the postgraduate diploma is determined to be progressive postgraduate education that is a continuation of the three-year bachelor's degree, it is possible that this would be considered the equivalent to a U.S. master's degree and there would be no need to establish five years' progressive experience. 5. Three-year bachelor's degree + two-year master's degree (India) generally, this would be the equivalent of a bachelor's degree + one year and would require five years' progressive experience to qualify under the 2nd preference (EB-2) category. 6. Three-year bachelor's degree + two-year master's degree (India) + five years' progressive, post-master's degree experience generally, the educational degrees would be determined to be the equivalent of a U.S. bachelor's + one year and the beneficiary would meet the statutory requirement. 7. Three-year bachelor's degree + two-year master's degree + one-year postgraduate diploma (India) generally, this would be the equivalent of a bachelor's degree + one year and would require five years' progressive experience to qualify under the 2nd preference category (EB-2). If the postgraduate diploma is determined to be\n", - "\n", - "\n", - "\n", - "\n", - "invalid syntax. Perhaps you forgot a comma? (, line 2)\n", - "\n", - "{\"_question\": \"I'm an Indian citizen and my wife is a Russian citizen, born in Russia. We would like to apply for a green card together and I was wondering if I can use her country's priority date (\"current\" as of today) for the green card?\",\n", - "\"_answer\": \"Yes, that is possible. This is known as 'cross changeability'.\"}\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "273\n" + "276\n" ] } ], @@ -4241,7 +4076,7 @@ " try:\n", " str2dict = ast.literal_eval(item)\n", " QApair_dict.append(str2dict)\n", - " except Exception as e:\n", + " except Exception as e: \n", " print(e)\n", " print(item)\n", " print(\"\\n\\n\\n\")\n", @@ -4255,7 +4090,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 129, "id": "d7f4de55-00fe-4fdd-afa6-1eda97d6dd5f", "metadata": {}, "outputs": [ @@ -4287,28 +4122,28 @@ " \n", " \n", " 0\n", - " Can I begin the green card process if my H-1B ...\n", - " Yes, your employer can initiate the green card...\n", + " Do I need to wait before beginning the green c...\n", + " No, the employer can initiate the green card p...\n", " \n", " \n", " 1\n", - " If I have a master's degree in engineering man...\n", - " Yes, the green card process can be initiated b...\n", + " Can I start the green card process if my emplo...\n", + " Yes, the employer can begin the green card pro...\n", " \n", " \n", " 2\n", - " If I have a master's degree in engineering man...\n", - " Yes, the employer can begin the green card pro...\n", + " If my employer files an H-1B and it is selecte...\n", + " The employer can initiate the green card proce...\n", " \n", " \n", " 3\n", - " What is the eligibility and process for upgrad...\n", - " It is possible to upgrade from EB-3 to EB-2 st...\n", + " What is the process for upgrading from EB-3 to...\n", + " It is possible to upgrade from EB-3 to EB-2 as...\n", " \n", " \n", " 4\n", - " Can you explain the process for changing from ...\n", - " If the PERM was originally filed as an EB-2, i...\n", + " What is involved in the EB-3 to EB-2 porting p...\n", + " If the PERM was submitted as an EB-2, you can ...\n", " \n", " \n", " ...\n", @@ -4316,66 +4151,66 @@ " ...\n", " \n", " \n", - " 268\n", - " What are the chances of my wife obtaining EB2 ...\n", - " Occupational therapists do not have a special ...\n", + " 271\n", + " Does my wife qualify for EB2 processing as an ...\n", + " OT's do not have a special category like physi...\n", " \n", " \n", - " 269\n", - " Is it possible for my wife to get EB2 processi...\n", - " Occupational therapists do not have a separate...\n", + " 272\n", + " What is the process for my wife to apply for E...\n", + " OT's do not have a special pathway like physic...\n", " \n", " \n", - " 270\n", - " Do I have the qualifications to apply for an E...\n", - " Yes, you should have the qualifications to app...\n", + " 273\n", + " Can my wife use her occupational therapist deg...\n", + " OT's do not have a dedicated category like phy...\n", " \n", " \n", - " 271\n", - " If I have 3 years of IT experience and am work...\n", - " Yes, you should be able to apply for an EB-2 g...\n", + " 274\n", + " I have 3 years of experience in the IT field a...\n", + " I understand you are inquiring if you can appl...\n", " \n", " \n", - " 272\n", - " If I have 3 years of experience in IT and am f...\n", - " Yes, you should qualify for an EB-2 green card...\n", + " 275\n", + " I have 3 years of experience in IT and am abou...\n", + " I'm assuming you are asking if you can submit ...\n", " \n", " \n", "\n", - "

273 rows × 2 columns

\n", + "

276 rows × 2 columns

\n", "" ], "text/plain": [ " _question \\\n", - "0 Can I begin the green card process if my H-1B ... \n", - "1 If I have a master's degree in engineering man... \n", - "2 If I have a master's degree in engineering man... \n", - "3 What is the eligibility and process for upgrad... \n", - "4 Can you explain the process for changing from ... \n", + "0 Do I need to wait before beginning the green c... \n", + "1 Can I start the green card process if my emplo... \n", + "2 If my employer files an H-1B and it is selecte... \n", + "3 What is the process for upgrading from EB-3 to... \n", + "4 What is involved in the EB-3 to EB-2 porting p... \n", ".. ... \n", - "268 What are the chances of my wife obtaining EB2 ... \n", - "269 Is it possible for my wife to get EB2 processi... \n", - "270 Do I have the qualifications to apply for an E... \n", - "271 If I have 3 years of IT experience and am work... \n", - "272 If I have 3 years of experience in IT and am f... \n", + "271 Does my wife qualify for EB2 processing as an ... \n", + "272 What is the process for my wife to apply for E... \n", + "273 Can my wife use her occupational therapist deg... \n", + "274 I have 3 years of experience in the IT field a... \n", + "275 I have 3 years of experience in IT and am abou... \n", "\n", " _answer \n", - "0 Yes, your employer can initiate the green card... \n", - "1 Yes, the green card process can be initiated b... \n", - "2 Yes, the employer can begin the green card pro... \n", - "3 It is possible to upgrade from EB-3 to EB-2 st... \n", - "4 If the PERM was originally filed as an EB-2, i... \n", + "0 No, the employer can initiate the green card p... \n", + "1 Yes, the employer can begin the green card pro... \n", + "2 The employer can initiate the green card proce... \n", + "3 It is possible to upgrade from EB-3 to EB-2 as... \n", + "4 If the PERM was submitted as an EB-2, you can ... \n", ".. ... \n", - "268 Occupational therapists do not have a special ... \n", - "269 Occupational therapists do not have a separate... \n", - "270 Yes, you should have the qualifications to app... \n", - "271 Yes, you should be able to apply for an EB-2 g... \n", - "272 Yes, you should qualify for an EB-2 green card... \n", + "271 OT's do not have a special category like physi... \n", + "272 OT's do not have a special pathway like physic... \n", + "273 OT's do not have a dedicated category like phy... \n", + "274 I understand you are inquiring if you can appl... \n", + "275 I'm assuming you are asking if you can submit ... \n", "\n", - "[273 rows x 2 columns]" + "[276 rows x 2 columns]" ] }, - "execution_count": 20, + "execution_count": 129, "metadata": {}, "output_type": "execute_result" } @@ -4387,7 +4222,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 130, "id": "a81743fb-966a-4c40-8e32-3bd2f7f7ee4d", "metadata": {}, "outputs": [], @@ -4412,7 +4247,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.10.12" } }, "nbformat": 4, From 1428aba89ece4b947224715e2d58e0da34ec53d2 Mon Sep 17 00:00:00 2001 From: llauraa23 Date: Wed, 10 Jan 2024 07:49:25 +0000 Subject: [PATCH 5/9] support training multiple epochs in sft. Temporarily use all entries in the dataset as training dataset (i.e., no eval) --- example/rlhf/supervised_finetuning_d2l.py | 9 ++++- pykoi/rlhf/config.py | 1 + pykoi/rlhf/supervised_finetuning.py | 47 ++++++++++++++--------- 3 files changed, 38 insertions(+), 19 deletions(-) diff --git a/example/rlhf/supervised_finetuning_d2l.py b/example/rlhf/supervised_finetuning_d2l.py index 0e50a85..172d1f3 100644 --- a/example/rlhf/supervised_finetuning_d2l.py +++ b/example/rlhf/supervised_finetuning_d2l.py @@ -29,9 +29,16 @@ from peft import LoraConfig config = RLHFConfig(base_model_path="mistralai/Mistral-7B-Instruct-v0.1", dataset_type="local_csv", dataset_name="data/chapter22_trnvalfromseed_data_processed.csv", - train_test_split_ratio=0.1, + train_test_split_ratio=0, # ratio for test set DH:TODO: COBINE TRAIN AND EVAL max_seq_length=896, per_device_eval_batch_size = 1, + log_freq=20, + # dh: NOTE: 1 EPOCH iterates the dataset once. So log freq 20 means iterating 20 entries when training batch size = 1. + # (i.e., log_freq = 0.12 epoch when the dataset has 166 entires). + save_freq=40000, + num_train_epochs=20, + max_steps=-1, # if a positive number is given, it will override num_train_epochs + device_map="auto", lora_config_rl = LoraConfig( r=512, lora_alpha=1024, diff --git a/pykoi/rlhf/config.py b/pykoi/rlhf/config.py index c34d68e..10d7184 100644 --- a/pykoi/rlhf/config.py +++ b/pykoi/rlhf/config.py @@ -120,6 +120,7 @@ class RLHFConfig: default="./rlhf_checkpoints", metadata={"help": "Output directory for all model weights."}, ) + num_train_epochs: Optional[int] = field(default=5, metadata={"help": "supervised fine tuning training epochs"}) log_freq: Optional[int] = field(default=1, metadata={"help": "Logging frequency."}) eval_freq: Optional[int] = field( default=1000, metadata={"help": "Evaluation frequency."} diff --git a/pykoi/rlhf/supervised_finetuning.py b/pykoi/rlhf/supervised_finetuning.py index c5e8ed6..27c8369 100644 --- a/pykoi/rlhf/supervised_finetuning.py +++ b/pykoi/rlhf/supervised_finetuning.py @@ -84,6 +84,7 @@ def __init__(self, rlhf_config: RLHFConfig, enable_telemetry: bool = True) -> No weight_decay=self._rlhf_config.weight_decay, run_name="step1_supervised_finetuning", ddp_find_unused_parameters=False, + num_train_epochs=self._rlhf_config.num_train_epochs, ) self.model = AutoModelForCausalLM.from_pretrained( self._rlhf_config.base_model_path, @@ -257,9 +258,14 @@ def create_datasets(self, tokenizer, args): ) dataset = Dataset.from_dict(my_data_pd) elif args.dataset_type == "local_csv": - dataset = load_dataset("csv", data_files=args.dataset_name) - dataset = dataset[args.split] # Convert DatasetDict to Dataset - dataset2 = load_dataset("csv", data_files=args.dataset_name, split='train[:10%]') + ## this way will load 1660 enetries + # dataset = load_dataset("csv", data_files=args.dataset_name) + # dataset = dataset[args.split] # Convert DatasetDict to Dataset + + # this way will load 166 entries + + dataset = load_dataset("csv", data_files=args.dataset_name, split='train[:10%]') + elif args.dataset_type == "huggingface": dataset = load_dataset( args.dataset_name, @@ -275,29 +281,34 @@ def create_datasets(self, tokenizer, args): "No (supported) data files or dataset script found" f" {args.dataset_type}" ) - - dataset = dataset.train_test_split( - test_size=args.train_test_split_ratio, seed=args.seed - ) + + # dh: temp change. No test set + # dataset = dataset.train_test_split( + # test_size=args.train_test_split_ratio, seed=args.seed + # ) print( - f"Size of the train set: {len(dataset['train'])}. " - f" Size of the validation set: {len(dataset['test'])}" + f"Size of the train set: {len(dataset)}. " + #f"Size of the train set: {len(dataset['train'])}. " + #f" Size of the validation set: {len(dataset['test'])}" ) train_dataset = ConstantLengthDataset( tokenizer, - dataset["train"], + dataset, + #dataset["train"], #dh: temp change. No test set formatting_func=self.prepare_d2l_text, infinite=True, seq_length=args.max_seq_length, # chars_per_token=chars_per_token, ) - eval_dataset = ConstantLengthDataset( - tokenizer, - dataset["test"], - formatting_func=self.prepare_d2l_text, - infinite=False, - seq_length=args.max_seq_length, - # chars_per_token=chars_per_token, - ) + # temp change: no test set + # eval_dataset = ConstantLengthDataset( + # tokenizer, + # dataset["test"], + # formatting_func=self.prepare_d2l_text, + # infinite=False, + # seq_length=args.max_seq_length, + # # chars_per_token=chars_per_token, + # ) + eval_dataset = None return {"train": train_dataset, "eval": eval_dataset} From 880fefc107e9200149e160c6f5783eb024234578 Mon Sep 17 00:00:00 2001 From: llauraa23 Date: Wed, 17 Jan 2024 08:27:50 +0000 Subject: [PATCH 6/9] implment evaluation of fine-tuned models with pykoi pipeline --- .../demo_supervised_finetuning_d2l_eval.ipynb | 467 ++++++++++++++++++ 1 file changed, 467 insertions(+) create mode 100644 example/rlhf/demo_supervised_finetuning_d2l_eval.ipynb diff --git a/example/rlhf/demo_supervised_finetuning_d2l_eval.ipynb b/example/rlhf/demo_supervised_finetuning_d2l_eval.ipynb new file mode 100644 index 0000000..966860f --- /dev/null +++ b/example/rlhf/demo_supervised_finetuning_d2l_eval.ipynb @@ -0,0 +1,467 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "c9e5fc9d-a419-4f72-95e5-aa7c47554b01", + "metadata": {}, + "source": [ + "## Load fine-tuned model" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d78cf816-c6a4-4a9d-90d5-79762107d394", + "metadata": {}, + "outputs": [], + "source": [ + "import sys, os\n", + "BASE_MODEL = \"mistralai/Mistral-7B-Instruct-v0.1\"\n", + "OUTPUT_DIR = os.getcwd()+\"/../../models/rlhf_step1_sft/\"\n", + "device_map=\"auto\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "18b63528-6b3a-42d8-afac-d6273d59546c", + "metadata": {}, + "outputs": [], + "source": [ + "from peft import PeftModel, PeftConfig\n", + "config = PeftConfig.from_pretrained(OUTPUT_DIR)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "00a810f9-9329-4efd-9156-fe36ddf8a432", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from transformers import AutoTokenizer\n", + "import sys, os\n", + "sys.path.append(os.getcwd()+\"/../../\")\n", + "from pykoi.chat.llm.instruct_pipeline import END_KEY, INSTRUCTION_KEY, RESPONSE_KEY, INTRO_BLURB\n", + "tokenizer_ft = AutoTokenizer.from_pretrained(config.base_model_name_or_path)\n", + "tokenizer_ft.pad_token = tokenizer_ft.eos_token\n", + "tokenizer_ft.add_special_tokens({\"additional_special_tokens\": [END_KEY, INSTRUCTION_KEY, RESPONSE_KEY+\"_NL\"]})" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5b0d1142-1d5b-40f6-b9b1-676f2a4a2317", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading checkpoint shards: 100%|██████████| 2/2 [01:49<00:00, 54.80s/it]\n" + ] + } + ], + "source": [ + "from transformers import AutoModelForCausalLM\n", + "model_ft = AutoModelForCausalLM.from_pretrained( \n", + " config.base_model_name_or_path, \n", + " #load_in_8bit=True,\n", + " device_map=device_map,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "94a10174-8790-4f18-9503-2799f5c31dac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Embedding(32003, 4096)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model_ft = PeftModel.from_pretrained(\n", + " model_ft, \n", + " OUTPUT_DIR, \n", + " device_map=device_map,\n", + ")\n", + "\n", + "model_ft.resize_token_embeddings(len(tokenizer_ft))" + ] + }, + { + "cell_type": "markdown", + "id": "db2f448d", + "metadata": {}, + "source": [ + "## Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "10133dc2", + "metadata": {}, + "outputs": [], + "source": [ + "INPUT_FILE = os.getcwd()+'/../../data/chapter22_valfromseed_data_processed.csv'\n", + "OUTPUT_FILE = os.getcwd()+'/../../data/d2lai_selfinstruct_mistral7b-loraft_1123.csv'" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "167f752b", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import time\n", + "import csv\n", + "\n", + "df_results = pd.read_csv (INPUT_FILE)\n", + "prompt_list = df_results.instruction.values.tolist()\n", + "reference_list = df_results.response.values.tolist()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "da2ddd19", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "660" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "len(prompt_list)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1c1a15f2", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "d92b3c10-6d01-44c6-887f-1400edff2305", + "metadata": {}, + "source": [ + "## Create instruct pipeline\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "08e7f40d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 - What does linear algebra study?1 - Can you explain the concepts of linear algebra?2 - What are the two ways to visualize vectors in geometry?3 - How can vectors be represented using lines and arrows in geometry?4 - How do column vectors differ from row vectors?5 - Can you explain the distinction between column and row vectors?6 - What is the process of representing vectors as points in a three-dimensional space?7 - Can you explain how to graph vectors using coordinate systems and point representations?8 - Can you represent vectors using arrows on a flat surface?9 - How can vectors be depicted as arrows within a two-dimensional space?10 - What is the process of representing vector addition graphically?" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/envs/pykoi/lib/python3.10/site-packages/transformers/pipelines/base.py:1101: UserWarning: You seem to be using the pipelines sequentially on GPU. In order to maximize efficiency please use a dataset\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "11 - How can vectors be depicted when added together using diagrams?12 - What is the process of representing vector subtraction visually?13 - How can vectors be depicted in a way that shows their difference when they are subtracted?14 - How do you calculate the inner product of two row matrices?15 - What is the formula for finding the product of two vectors with their components aligned vertically?16 - How does the dot product of two vectors relate to their magnitudes and directions in geometry?17 - Can you explain how the dot product of two vectors can be represented graphically using points and lines?18 - How do you calculate the dot product of two vectors using a formula?19 - Can you explain the formula used to determine the dot product between two vectors on page 3?20 - What is the formula to determine the angle between two vectors using their dot product and magnitudes?21 - Can you explain how to compute the angle between two vectors based on their dot product and lengths?22 - What is the significance of determining the angle between two vectors in machine learning?23 - How does calculating the angle between two vectors aid in machine learning processes?24 - What does cosine similarity measure on a scale of -1 to 1?25 - How is cosine similarity calculated between two non-zero vectors?26 - What does \"hyperplane\" mean on page 4?27 - Can you explain what is described as a \"hyperplane\" on page 4?28 - What is the connection between cosine similarity and hyperplanes as described on page 4?" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[34], line 14\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m question \u001b[38;5;129;01min\u001b[39;00m prompt_list:\n\u001b[1;32m 11\u001b[0m \u001b[38;5;66;03m#print(i,\" \",end = '')\u001b[39;00m\n\u001b[1;32m 13\u001b[0m \u001b[38;5;28mprint\u001b[39m(i,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m\"\u001b[39m,question, end\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m---> 14\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mgenerate_text\u001b[49m\u001b[43m(\u001b[49m\u001b[43mquestion\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 15\u001b[0m response \u001b[38;5;241m=\u001b[39m [res[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgenerated_text\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n\u001b[1;32m 16\u001b[0m question_list\u001b[38;5;241m.\u001b[39mappend(question)\n", + "File \u001b[0;32m/opt/conda/envs/pykoi/lib/python3.10/site-packages/transformers/pipelines/base.py:1140\u001b[0m, in \u001b[0;36mPipeline.__call__\u001b[0;34m(self, inputs, num_workers, batch_size, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1132\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mnext\u001b[39m(\n\u001b[1;32m 1133\u001b[0m \u001b[38;5;28miter\u001b[39m(\n\u001b[1;32m 1134\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_iterator(\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1137\u001b[0m )\n\u001b[1;32m 1138\u001b[0m )\n\u001b[1;32m 1139\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1140\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_single\u001b[49m\u001b[43m(\u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpreprocess_params\u001b[49m\u001b[43m,\u001b[49m\u001b[43m 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\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_ensure_tensor_on_device(model_inputs, device\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdevice)\n\u001b[0;32m-> 1046\u001b[0m model_outputs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_forward\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel_inputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mforward_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1047\u001b[0m model_outputs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_ensure_tensor_on_device(model_outputs, device\u001b[38;5;241m=\u001b[39mtorch\u001b[38;5;241m.\u001b[39mdevice(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcpu\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[1;32m 1048\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n", + "File \u001b[0;32m~/pykoi/example/rlhf/../../pykoi/chat/llm/instruct_pipeline.py:153\u001b[0m, in \u001b[0;36mInstructionTextGenerationPipeline._forward\u001b[0;34m(self, model_inputs, **generate_kwargs)\u001b[0m\n\u001b[1;32m 150\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 151\u001b[0m in_b \u001b[38;5;241m=\u001b[39m input_ids\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m--> 153\u001b[0m generated_sequence \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgenerate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 154\u001b[0m \u001b[43m 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\u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\n\u001b[1;32m 157\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 158\u001b[0m \u001b[43m \u001b[49m\u001b[43mpad_token_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtokenizer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpad_token_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 159\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mgenerate_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 160\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 162\u001b[0m out_b \u001b[38;5;241m=\u001b[39m generated_sequence\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m]\n\u001b[1;32m 163\u001b[0m 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\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbase_model\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgenerate\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1131\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m:\n\u001b[1;32m 1132\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbase_model\u001b[38;5;241m.\u001b[39mprepare_inputs_for_generation \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbase_model_prepare_inputs_for_generation\n", + "File \u001b[0;32m/opt/conda/envs/pykoi/lib/python3.10/site-packages/torch/utils/_contextlib.py:115\u001b[0m, in \u001b[0;36mcontext_decorator..decorate_context\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 112\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m 113\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdecorate_context\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 114\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m ctx_factory():\n\u001b[0;32m--> 115\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/conda/envs/pykoi/lib/python3.10/site-packages/transformers/generation/utils.py:1764\u001b[0m, in \u001b[0;36mGenerationMixin.generate\u001b[0;34m(self, inputs, generation_config, logits_processor, stopping_criteria, prefix_allowed_tokens_fn, synced_gpus, assistant_model, streamer, negative_prompt_ids, negative_prompt_attention_mask, **kwargs)\u001b[0m\n\u001b[1;32m 1756\u001b[0m input_ids, model_kwargs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_expand_inputs_for_generation(\n\u001b[1;32m 1757\u001b[0m input_ids\u001b[38;5;241m=\u001b[39minput_ids,\n\u001b[1;32m 1758\u001b[0m expand_size\u001b[38;5;241m=\u001b[39mgeneration_config\u001b[38;5;241m.\u001b[39mnum_return_sequences,\n\u001b[1;32m 1759\u001b[0m is_encoder_decoder\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconfig\u001b[38;5;241m.\u001b[39mis_encoder_decoder,\n\u001b[1;32m 1760\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mmodel_kwargs,\n\u001b[1;32m 1761\u001b[0m )\n\u001b[1;32m 1763\u001b[0m \u001b[38;5;66;03m# 13. run sample\u001b[39;00m\n\u001b[0;32m-> 1764\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1765\u001b[0m \u001b[43m 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\u001b[49m\u001b[43meos_token_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgeneration_config\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43meos_token_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1771\u001b[0m \u001b[43m \u001b[49m\u001b[43moutput_scores\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgeneration_config\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moutput_scores\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1772\u001b[0m \u001b[43m \u001b[49m\u001b[43mreturn_dict_in_generate\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgeneration_config\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreturn_dict_in_generate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1773\u001b[0m \u001b[43m \u001b[49m\u001b[43msynced_gpus\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msynced_gpus\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1774\u001b[0m \u001b[43m \u001b[49m\u001b[43mstreamer\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstreamer\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1775\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mmodel_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1776\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1778\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m generation_mode \u001b[38;5;241m==\u001b[39m GenerationMode\u001b[38;5;241m.\u001b[39mBEAM_SEARCH:\n\u001b[1;32m 1779\u001b[0m \u001b[38;5;66;03m# 11. prepare beam search scorer\u001b[39;00m\n\u001b[1;32m 1780\u001b[0m beam_scorer \u001b[38;5;241m=\u001b[39m BeamSearchScorer(\n\u001b[1;32m 1781\u001b[0m batch_size\u001b[38;5;241m=\u001b[39mbatch_size,\n\u001b[1;32m 1782\u001b[0m num_beams\u001b[38;5;241m=\u001b[39mgeneration_config\u001b[38;5;241m.\u001b[39mnum_beams,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1787\u001b[0m max_length\u001b[38;5;241m=\u001b[39mgeneration_config\u001b[38;5;241m.\u001b[39mmax_length,\n\u001b[1;32m 1788\u001b[0m )\n", + "File \u001b[0;32m/opt/conda/envs/pykoi/lib/python3.10/site-packages/transformers/generation/utils.py:2897\u001b[0m, in \u001b[0;36mGenerationMixin.sample\u001b[0;34m(self, input_ids, logits_processor, stopping_criteria, logits_warper, max_length, pad_token_id, eos_token_id, output_attentions, output_hidden_states, output_scores, return_dict_in_generate, synced_gpus, streamer, **model_kwargs)\u001b[0m\n\u001b[1;32m 2895\u001b[0m \u001b[38;5;66;03m# sample\u001b[39;00m\n\u001b[1;32m 2896\u001b[0m probs \u001b[38;5;241m=\u001b[39m nn\u001b[38;5;241m.\u001b[39mfunctional\u001b[38;5;241m.\u001b[39msoftmax(next_token_scores, dim\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m)\n\u001b[0;32m-> 2897\u001b[0m next_tokens \u001b[38;5;241m=\u001b[39m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmultinomial\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprobs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnum_samples\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39msqueeze(\u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m 2899\u001b[0m \u001b[38;5;66;03m# finished sentences should have their next token be a padding token\u001b[39;00m\n\u001b[1;32m 2900\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m eos_token_id \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "from pykoi.chat.llm.instruct_pipeline import InstructionTextGenerationPipeline\n", + "import time\n", + "response_list = []\n", + "question_list = []\n", + "generate_text = InstructionTextGenerationPipeline(model=model_ft, tokenizer=tokenizer_ft)\n", + "\n", + "st = time.time()\n", + "\n", + "i=0\n", + "for question in prompt_list:\n", + " #print(i,\" \",end = '')\n", + " \n", + " print(i,\"-\",question, end='')\n", + " res = generate_text(question)\n", + " response = [res[0][\"generated_text\"]]\n", + " question_list.append(question)\n", + " response_list.append(response)\n", + " i = i+1\n", + "\n", + "et = time.time()\n", + "elapsed_time = et - st\n", + "print('Execution time:', elapsed_time, 'seconds')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6f5fd364-88a5-40a0-a496-f83b0bcb1fc0", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "68965e63-3f94-4887-91d3-0d6d7c5e9a4d", + "metadata": {}, + "outputs": [], + "source": [ + "model_gen = InstructionTextGenerationPipeline(model=model_ft, tokenizer=tokenizer_ft)" + ] + }, + { + "cell_type": "markdown", + "id": "4d2aca7f-e19c-42ab-b7fe-97afe9641be7", + "metadata": {}, + "source": [ + "## Evaluation with Rouge score" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "c68f03c2-51ad-49b0-bf53-75f0c9d3ed69", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting rouge_score\n", + " Using cached rouge_score-0.1.2-py3-none-any.whl\n", + "Collecting absl-py (from rouge_score)\n", + " Downloading absl_py-2.1.0-py3-none-any.whl.metadata (2.3 kB)\n", + "Collecting nltk (from rouge_score)\n", + " Downloading nltk-3.8.1-py3-none-any.whl (1.5 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.5/1.5 MB\u001b[0m \u001b[31m20.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m0:01\u001b[0m\n", + "\u001b[?25hRequirement already satisfied: numpy in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from rouge_score) (1.26.3)\n", + "Requirement already satisfied: six>=1.14.0 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from rouge_score) (1.16.0)\n", + "Requirement already satisfied: click in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from nltk->rouge_score) (8.1.7)\n", + "Requirement already satisfied: joblib in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from nltk->rouge_score) (1.3.2)\n", + "Requirement already satisfied: regex>=2021.8.3 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from nltk->rouge_score) (2023.12.25)\n", + "Requirement already satisfied: tqdm in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from nltk->rouge_score) (4.66.1)\n", + "Downloading absl_py-2.1.0-py3-none-any.whl (133 kB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m133.7/133.7 kB\u001b[0m \u001b[31m17.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hInstalling collected packages: nltk, absl-py, rouge_score\n", + "Successfully installed absl-py-2.1.0 nltk-3.8.1 rouge_score-0.1.2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading builder script: 100%|██████████| 6.27k/6.27k [00:00<00:00, 15.9MB/s]\n" + ] + } + ], + "source": [ + "!pip install rouge_score\n", + "from rouge_score import rouge_scorer\n", + "\n", + "import evaluate\n", + "rouge = evaluate.load('rouge')\n", + "\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "9c363697-2a5f-4ba7-bcd6-f88965c08319", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_rouge(pred_list,ref_list):\n", + " \n", + " rouge_results = rouge.compute(predictions=pred_list,\n", + " references=ref_list,\n", + " use_aggregator=True)\n", + " avg_rougeLsum = np.mean(rouge_results[\"rougeLsum\"])\n", + " avg_rougeL = np.mean(rouge_results[\"rougeL\"])\n", + " avg_rouge2 = np.mean(rouge_results[\"rouge2\"])\n", + " avg_rouge1 = np.mean(rouge_results[\"rouge1\"])\n", + " \n", + " print(\"Average rouge score - \", avg_rougeLsum, avg_rougeL, avg_rouge2, avg_rouge1)\n", + " \n", + " return " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "6a80aac5-5d32-4aa6-b04f-d03dca376bda", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'reference_list' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[21], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m ref_list \u001b[38;5;241m=\u001b[39m \u001b[43mreference_list\u001b[49m\n\u001b[1;32m 2\u001b[0m response_list \u001b[38;5;241m=\u001b[39m response_list\n", + "\u001b[0;31mNameError\u001b[0m: name 'reference_list' is not defined" + ] + } + ], + "source": [ + "ref_list = reference_list\n", + "response_list = response_list" + ] + }, + { + "cell_type": "markdown", + "id": "e701fba8-453c-489c-87d2-9104ebfc0c12", + "metadata": {}, + "source": [ + "## Evaluation with semantic similarity score" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "de23c1d7-36f3-4a3e-9ebb-a2501100858e", + "metadata": {}, + "outputs": [], + "source": [ + "from sentence_transformers import SentenceTransformer, util\n", + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0375e6b6-d6ac-4f52-ac48-09a57fe7b38e", + "metadata": {}, + "outputs": [], + "source": [ + "model = SentenceTransformer('thenlper/gte-large') # use this one in production\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b5c737fe-149f-48e3-acaa-e388db22adcd", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_semantic_sim(pred_list,ref_list):\n", + " \n", + " sem_score = []\n", + " average_sem_sim = 0\n", + " \n", + " for i in range(len(ref_list)):\n", + " \n", + " ref_embedding = model.encode(ref_list[i])\n", + " pred_embedding = model.encode(pred_list[i])\n", + " cos_sim = util.cos_sim(ref_embedding, pred_embedding)\n", + " #print(cos_sim[0][0].item())\n", + " \n", + " sem_score.append(cos_sim[0][0].item())\n", + " \n", + " average_sem_sim = np.mean(sem_score) \n", + " \n", + " #print(\"Average similarity: \", average_sem_sim)\n", + " \n", + " return average_sem_sim" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c59526b3-fe2c-4269-ae43-45285998d0a4", + "metadata": {}, + "outputs": [], + "source": [ + "avg_score = calculate_semantic_sim(reference_list,response_list)\n", + "avg_score" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pykoi", + "language": "python", + "name": "pykoi" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 58f946c2ebbc2dbe029c5b6d85db062d0fd1aa41 Mon Sep 17 00:00:00 2001 From: llauraa23 Date: Thu, 18 Jan 2024 00:15:01 +0000 Subject: [PATCH 7/9] When evaluating the SFT model, store the questions and generated answers into a csv file --- .../demo_supervised_finetuning_d2l_eval.ipynb | 275 +++++++++++++----- 1 file changed, 196 insertions(+), 79 deletions(-) diff --git a/example/rlhf/demo_supervised_finetuning_d2l_eval.ipynb b/example/rlhf/demo_supervised_finetuning_d2l_eval.ipynb index 966860f..7174bea 100644 --- a/example/rlhf/demo_supervised_finetuning_d2l_eval.ipynb +++ b/example/rlhf/demo_supervised_finetuning_d2l_eval.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "id": "d78cf816-c6a4-4a9d-90d5-79762107d394", "metadata": {}, "outputs": [], @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "id": "18b63528-6b3a-42d8-afac-d6273d59546c", "metadata": {}, "outputs": [], @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "id": "00a810f9-9329-4efd-9156-fe36ddf8a432", "metadata": {}, "outputs": [ @@ -44,7 +44,7 @@ "3" ] }, - "execution_count": 13, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "id": "5b0d1142-1d5b-40f6-b9b1-676f2a4a2317", "metadata": {}, "outputs": [ @@ -69,7 +69,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Loading checkpoint shards: 100%|██████████| 2/2 [01:49<00:00, 54.80s/it]\n" + "Loading checkpoint shards: 100%|██████████| 2/2 [00:05<00:00, 2.78s/it]\n" ] } ], @@ -84,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 10, "id": "94a10174-8790-4f18-9503-2799f5c31dac", "metadata": {}, "outputs": [ @@ -94,7 +94,7 @@ "Embedding(32003, 4096)" ] }, - "execution_count": 16, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -119,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 11, "id": "10133dc2", "metadata": {}, "outputs": [], @@ -130,7 +130,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 12, "id": "167f752b", "metadata": {}, "outputs": [], @@ -146,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 13, "id": "da2ddd19", "metadata": {}, "outputs": [ @@ -156,7 +156,7 @@ "660" ] }, - "execution_count": 30, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -184,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 38, "id": "08e7f40d", "metadata": {}, "outputs": [ @@ -207,26 +207,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "11 - How can vectors be depicted when added together using diagrams?12 - What is the process of representing vector subtraction visually?13 - How can vectors be depicted in a way that shows their difference when they are subtracted?14 - How do you calculate the inner product of two row matrices?15 - What is the formula for finding the product of two vectors with their components aligned vertically?16 - How does the dot product of two vectors relate to their magnitudes and directions in geometry?17 - Can you explain how the dot product of two vectors can be represented graphically using points and lines?18 - How do you calculate the dot product of two vectors using a formula?19 - Can you explain the formula used to determine the dot product between two vectors on page 3?20 - What is the formula to determine the angle between two vectors using their dot product and magnitudes?21 - Can you explain how to compute the angle between two vectors based on their dot product and lengths?22 - What is the significance of determining the angle between two vectors in machine learning?23 - How does calculating the angle between two vectors aid in machine learning processes?24 - What does cosine similarity measure on a scale of -1 to 1?25 - How is cosine similarity calculated between two non-zero vectors?26 - What does \"hyperplane\" mean on page 4?27 - Can you explain what is described as a \"hyperplane\" on page 4?28 - What is the connection between cosine similarity and hyperplanes as described on page 4?" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[34], line 14\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m question \u001b[38;5;129;01min\u001b[39;00m prompt_list:\n\u001b[1;32m 11\u001b[0m \u001b[38;5;66;03m#print(i,\" \",end = '')\u001b[39;00m\n\u001b[1;32m 13\u001b[0m \u001b[38;5;28mprint\u001b[39m(i,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m\"\u001b[39m,question, end\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m---> 14\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mgenerate_text\u001b[49m\u001b[43m(\u001b[49m\u001b[43mquestion\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 15\u001b[0m response \u001b[38;5;241m=\u001b[39m [res[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgenerated_text\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n\u001b[1;32m 16\u001b[0m question_list\u001b[38;5;241m.\u001b[39mappend(question)\n", - "File \u001b[0;32m/opt/conda/envs/pykoi/lib/python3.10/site-packages/transformers/pipelines/base.py:1140\u001b[0m, in \u001b[0;36mPipeline.__call__\u001b[0;34m(self, inputs, num_workers, batch_size, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1132\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mnext\u001b[39m(\n\u001b[1;32m 1133\u001b[0m \u001b[38;5;28miter\u001b[39m(\n\u001b[1;32m 1134\u001b[0m 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\u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrun_single\u001b[39m(\u001b[38;5;28mself\u001b[39m, inputs, preprocess_params, forward_params, postprocess_params):\n\u001b[1;32m 1146\u001b[0m model_inputs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpreprocess(inputs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mpreprocess_params)\n\u001b[0;32m-> 1147\u001b[0m model_outputs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mforward\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel_inputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mforward_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1148\u001b[0m outputs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpostprocess(model_outputs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mpostprocess_params)\n\u001b[1;32m 1149\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m outputs\n", - "File \u001b[0;32m/opt/conda/envs/pykoi/lib/python3.10/site-packages/transformers/pipelines/base.py:1046\u001b[0m, in \u001b[0;36mPipeline.forward\u001b[0;34m(self, model_inputs, **forward_params)\u001b[0m\n\u001b[1;32m 1044\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m inference_context():\n\u001b[1;32m 1045\u001b[0m model_inputs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_ensure_tensor_on_device(model_inputs, device\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdevice)\n\u001b[0;32m-> 1046\u001b[0m model_outputs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_forward\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel_inputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m 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\u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgenerate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 154\u001b[0m \u001b[43m \u001b[49m\u001b[43minput_ids\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minput_ids\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdevice\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 155\u001b[0m \u001b[43m \u001b[49m\u001b[43mattention_mask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mattention_mask\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdevice\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 156\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mattention_mask\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\n\u001b[1;32m 157\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 158\u001b[0m \u001b[43m \u001b[49m\u001b[43mpad_token_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtokenizer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpad_token_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 159\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mgenerate_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 160\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 162\u001b[0m out_b \u001b[38;5;241m=\u001b[39m generated_sequence\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m]\n\u001b[1;32m 163\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mframework \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpt\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n", - "File \u001b[0;32m/opt/conda/envs/pykoi/lib/python3.10/site-packages/peft/peft_model.py:1130\u001b[0m, in \u001b[0;36mPeftModelForCausalLM.generate\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m 1128\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbase_model\u001b[38;5;241m.\u001b[39mgeneration_config \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgeneration_config\n\u001b[1;32m 1129\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1130\u001b[0m outputs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbase_model\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgenerate\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1131\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m:\n\u001b[1;32m 1132\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbase_model\u001b[38;5;241m.\u001b[39mprepare_inputs_for_generation \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbase_model_prepare_inputs_for_generation\n", - "File \u001b[0;32m/opt/conda/envs/pykoi/lib/python3.10/site-packages/torch/utils/_contextlib.py:115\u001b[0m, in \u001b[0;36mcontext_decorator..decorate_context\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 112\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m 113\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdecorate_context\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 114\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m ctx_factory():\n\u001b[0;32m--> 115\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/opt/conda/envs/pykoi/lib/python3.10/site-packages/transformers/generation/utils.py:1764\u001b[0m, in \u001b[0;36mGenerationMixin.generate\u001b[0;34m(self, inputs, generation_config, logits_processor, stopping_criteria, prefix_allowed_tokens_fn, synced_gpus, assistant_model, streamer, negative_prompt_ids, negative_prompt_attention_mask, **kwargs)\u001b[0m\n\u001b[1;32m 1756\u001b[0m input_ids, model_kwargs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_expand_inputs_for_generation(\n\u001b[1;32m 1757\u001b[0m input_ids\u001b[38;5;241m=\u001b[39minput_ids,\n\u001b[1;32m 1758\u001b[0m expand_size\u001b[38;5;241m=\u001b[39mgeneration_config\u001b[38;5;241m.\u001b[39mnum_return_sequences,\n\u001b[1;32m 1759\u001b[0m is_encoder_decoder\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconfig\u001b[38;5;241m.\u001b[39mis_encoder_decoder,\n\u001b[1;32m 1760\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mmodel_kwargs,\n\u001b[1;32m 1761\u001b[0m )\n\u001b[1;32m 1763\u001b[0m \u001b[38;5;66;03m# 13. run sample\u001b[39;00m\n\u001b[0;32m-> 1764\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1765\u001b[0m \u001b[43m \u001b[49m\u001b[43minput_ids\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1766\u001b[0m \u001b[43m \u001b[49m\u001b[43mlogits_processor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlogits_processor\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1767\u001b[0m \u001b[43m \u001b[49m\u001b[43mlogits_warper\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlogits_warper\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1768\u001b[0m \u001b[43m \u001b[49m\u001b[43mstopping_criteria\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstopping_criteria\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1769\u001b[0m \u001b[43m \u001b[49m\u001b[43mpad_token_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgeneration_config\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpad_token_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1770\u001b[0m \u001b[43m \u001b[49m\u001b[43meos_token_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgeneration_config\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43meos_token_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1771\u001b[0m \u001b[43m \u001b[49m\u001b[43moutput_scores\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgeneration_config\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moutput_scores\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1772\u001b[0m \u001b[43m \u001b[49m\u001b[43mreturn_dict_in_generate\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgeneration_config\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreturn_dict_in_generate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1773\u001b[0m \u001b[43m \u001b[49m\u001b[43msynced_gpus\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msynced_gpus\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1774\u001b[0m \u001b[43m \u001b[49m\u001b[43mstreamer\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstreamer\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1775\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mmodel_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1776\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1778\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m generation_mode \u001b[38;5;241m==\u001b[39m GenerationMode\u001b[38;5;241m.\u001b[39mBEAM_SEARCH:\n\u001b[1;32m 1779\u001b[0m \u001b[38;5;66;03m# 11. prepare beam search scorer\u001b[39;00m\n\u001b[1;32m 1780\u001b[0m beam_scorer \u001b[38;5;241m=\u001b[39m BeamSearchScorer(\n\u001b[1;32m 1781\u001b[0m batch_size\u001b[38;5;241m=\u001b[39mbatch_size,\n\u001b[1;32m 1782\u001b[0m num_beams\u001b[38;5;241m=\u001b[39mgeneration_config\u001b[38;5;241m.\u001b[39mnum_beams,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1787\u001b[0m max_length\u001b[38;5;241m=\u001b[39mgeneration_config\u001b[38;5;241m.\u001b[39mmax_length,\n\u001b[1;32m 1788\u001b[0m )\n", - "File \u001b[0;32m/opt/conda/envs/pykoi/lib/python3.10/site-packages/transformers/generation/utils.py:2897\u001b[0m, in \u001b[0;36mGenerationMixin.sample\u001b[0;34m(self, input_ids, logits_processor, stopping_criteria, logits_warper, max_length, pad_token_id, eos_token_id, output_attentions, output_hidden_states, output_scores, return_dict_in_generate, synced_gpus, streamer, **model_kwargs)\u001b[0m\n\u001b[1;32m 2895\u001b[0m \u001b[38;5;66;03m# sample\u001b[39;00m\n\u001b[1;32m 2896\u001b[0m probs \u001b[38;5;241m=\u001b[39m nn\u001b[38;5;241m.\u001b[39mfunctional\u001b[38;5;241m.\u001b[39msoftmax(next_token_scores, dim\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m)\n\u001b[0;32m-> 2897\u001b[0m next_tokens \u001b[38;5;241m=\u001b[39m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmultinomial\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprobs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnum_samples\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39msqueeze(\u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m 2899\u001b[0m \u001b[38;5;66;03m# finished sentences should have their next token be a padding token\u001b[39;00m\n\u001b[1;32m 2900\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m eos_token_id \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + "11 - How can vectors be depicted when added together using diagrams?12 - What is the process of representing vector subtraction visually?13 - How can vectors be depicted in a way that shows their difference when they are subtracted?14 - How do you calculate the inner product of two row matrices?15 - What is the formula for finding the product of two vectors with their components aligned vertically?16 - How does the dot product of two vectors relate to their magnitudes and directions in geometry?17 - Can you explain how the dot product of two vectors can be represented graphically using points and lines?18 - How do you calculate the dot product of two vectors using a formula?19 - Can you explain the formula used to determine the dot product between two vectors on page 3?20 - What is the formula to determine the angle between two vectors using their dot product and magnitudes?21 - Can you explain how to compute the angle between two vectors based on their dot product and lengths?22 - What is the significance of determining the angle between two vectors in machine learning?23 - How does calculating the angle between two vectors aid in machine learning processes?24 - What does cosine similarity measure on a scale of -1 to 1?25 - How is cosine similarity calculated between two non-zero vectors?26 - What does \"hyperplane\" mean on page 4?27 - Can you explain what is described as a \"hyperplane\" on page 4?28 - What is the connection between cosine similarity and hyperplanes as described on page 4?29 - On page 4, how is it explained how cosine similarity relates to hyperplanes?30 - What are some widely used deep learning libraries for model development?31 - Which deep learning platforms are commonly employed in creating models?32 - What is the objective of transforming X\\_test?33 - Why do we need to reformat X\\_test?34 - What is the number of samples in X\\_test?35 - How many data points are there in X\\_test?36 - What is the predicted value's data type?37 - Can you specify the format of the results produced by predictions?38 - What data type are the predicted values?39 - Can you specify the data type of the output predictions?40 - On page 6, what function is employed to determine precision?41 - According to page 6, which method is utilized to compute correctness?42 - How do you display the test set accuracy using a print statement and an approximate value? (Page 6)43 - What is the syntax for printing out the test set accuracy along with a rough estimate on Page 6?44 - How does the transpose function work in TensorFlow?45 - Can you explain what the transpose operation accomplishes in TensorFlow?46 - What does the \"reduce_sum\" function do in TensorFlow?47 - Can you explain how the \"reduce_sum\" function works in TensorFlow?48 - What does the \"cast\" function do in TensorFlow?49 - Can you explain how to use the \"cast\" function in TensorFlow?50 - What does the \"shape\" attribute represent in a TensorFlow tensor?51 - Can you explain what the \"shape\" attribute signifies when it comes to a TensorFlow tensor?52 - What data type does a TensorFlow tensor have?53 - Can you tell me what the dtype property represents in TensorFlow?54 - What is the relationship between NumPy arrays and TensorFlow tensors?55 - How do NumPy arrays compare to TensorFlow tensors in terms of functionality and usage?56 - What does the \"mean\" function do in calculating accuracy in TensorFlow?57 - How is accuracy calculated using the \"mean\" function in TensorFlow?58 - How does the cast function work in TensorFlow to match the data types of predicted and target labels?59 - Can you explain how the cast function is utilized in TensorFlow to ensure that the predicted values have the same data type as the target labels? (Page 6)60 - What is the value of the \"shape\" attribute in the flattened form of X\\_test?61 - Can you tell me what the \"shape\" attribute represents when applied to the flattened version of X\\_test?62 - What is the value of the \"axis\" parameter in the dot product calculation involving the flattened versions of X\\_test and predictions?63 - Can you provide the value of the \"axis\" attribute used in the dot product operation between the flattened forms of X\\_test and predictions?64 - What is the result of multiplying the corresponding elements in the flattened versions of X\\_test and predictions, then adding up all those products?65 - How do you calculate the total value obtained by taking the inner product of the flattened versions of X\\_test and predictions, and then summing up all the resulting values?66 - What does the \"mean\" function do in NumPy when calculating accuracy?67 - How is accuracy calculated using the \"mean\" function in NumPy?68 - How does the `astype` function work in converting predicted values to match the data type of target labels in NumPy?69 - In what way does the `astype` function aid in ensuring that the predicted values and target labels have the same data type when working with NumPy arrays?70 - What is the relationship between NumPy arrays and TensorFlow tensors?71 - How do NumPy arrays compare to TensorFlow tensors in terms of functionality and usage?72 - What does the \"mean\" function do in calculating accuracy in TensorFlow?73 - How is accuracy calculated using the \"mean\" function in TensorFlow?74 - How does the cast function work in TensorFlow to match the data types of predicted and target labels?75 - Can you explain how the cast function is utilized in TensorFlow to ensure that the predicted values have the same data type as the target labels? (Page 6)76 - What is the value of the \"shape\" attribute in the flattened form of X\\_test?77 - Can you tell me what the \"shape\" attribute represents when applied to the flattened version of X\\_test?78 - What is the value of the \"axis\" parameter in the dot product calculation involving the flattened versions of X\\_test and predictions?79 - Can you provide the value of the \"axis\" attribute used in the dot product operation between the flattened forms of X\\_test and predictions?80 - What is the position of matrix B in terms of its ranking?81 - Can you determine the order of matrix B based on its rank?82 - What does it mean for a matrix to have full rank?83 - Can you explain what is meant by a full-rank matrix on page 8?84 - Can you provide a definition of determinant on page 9?85 - What does the term \"determinant\" mean according to the information found on page 9?86 - * What does \"tensor contraction\" mean on page 10?87 - * Can you explain what is meant by \"tensor contraction\" as described on page 10?88 - * How do arrays and TensorFlow (tf) notation differ in their representation of tensors?89 - * Can you explain the distinction between using arrays and TensorFlow (tf) notation to represent tensors?90 - What is the equivalent expression of tr(A^4) in Einstein notation for any given matrix A?91 - Can you express tr(A^4) using Einstein notation when dealing with an arbitrary matrix A?92 - What does linear algebra study?93 - Can you explain the concepts of linear algebra?94 - Can you explain what eigendecomposition means?95 - Could you provide a definition for eigendecomposition?96 - What does it mean to determine the eigenvalues of a matrix or linear transformation?97 - Can you explain what identifying the eigenvalues of a system entails?98 - Can you provide the explanation of the matrix $\\mathbf{A}$ on page 4?99 - What does the matrix $\\mathbf{A}$ represent on page 4?100 - What does this code snippet achieve?101 - What is the function of this particular section of code?102 - What do eigenvalues represent in computing?103 - Why are eigenvalues important to compute?104 - What is the objective of scaling the matrix A?105 - Why do we need to rescale the matrix A?106 - What is the formula to determine the ratio between successive norms of a matrix?107 - How do you find the relationship between adjacent norms of a matrix?108 - How do eigenvalues relate to singular values in random matrix theory?109 - Can you explain the connection between eigenvalues and singular values when dealing with random matrices?110 - What does the Gershgorin Circle Theorem state on page 7?111 - Can you explain the meaning of the Gershgorin Circle Theorem as presented on page 7?112 - How does the repeated multiplication of matrices behave?113 - What are the properties of raising a matrix to successive powers?114 - What topic is covered in page 8 of section 22.2.7?115 - On which page and in what section is the discussion found about topic 22.2.7?116 - What information is provided in Section 22.2.8 of the text?117 - Can you tell me what is discussed in page 8 of the document under Section 22.2.8?118 - Can you provide me with the exercises for Section 22.2.9 on Page 8?119 - What are the activities assigned for Section 22.2.9 as found on Page 8?120 - What does linear algebra study?121 - Can you explain the concepts of linear algebra?122 - What is the objective of using pre-trained word embeddings?123 - What do pre-trained word embeddings serve as a function to accomplish?124 - What is the process of using approximations during training in word embeddings?125 - Can you explain how word embeddings are trained using approximation techniques?126 - * What sets global vectors apart from subword embeddings?127 - * How do global vectors differ from subword embeddings?128 - What are the differences between Bidirectional Encoder Representations from Transformers (BERT) and Traditional Recurrent Neural Networks (RNNs)?129 - Can you explain how Bidirectional Encoder Representations from Transformers (BERT) vary in comparison to Traditional Recurrent Neural Networks (RNNs)?130 - How can BERT be customized for tasks that require both sequence-level and token-level analysis?131 - Can you explain how to adapt BERT for use in sequence-level and token-level applications?132 - What is the difference in notation between L(x + epsilon) and L(x)?133 - How does the addition of epsilon affect the function L(x)?134 - Can you explain what the term \"derivative\" means in mathematics?135 - On page 4, there's a definition of what a derivative is - can you recall it?136 - What is the process for calculating the derivative of an explicitly defined function?137 - How can you determine the rate of change of a given explicit function at any point?138 - What does the sum rule state in calculus?139 - Can you explain the concept of the sum rule in calculus on page 4?140 - What is the formula used to find the derivative of a function in calculus?141 - How do you calculate the slope of a tangent line using the power rule in calculus?142 - What is the formula used to find the derivative of a composite function in calculus?143 - Can you explain how to apply the rule of differentiation when dealing with functions composed of multiple functions in calculus?144 - Can you provide the explanation of the epsilon on page 5?145 - What does the term \"epsilon\" mean according to the information found on page 5?146 - What is the objective of discovering a polynomial function of degree n?147 - What is the aim in determining a polynomial equation of order n?148 - * What is the slope of the tangent line to the function f(x) = x^3 - 4x + 1 at any point x?149 - * How does the rate of change of the function f(x) = x^3 - 4x + 1 change as x changes?150 - * What is the slope of the natural logarithm function when its argument is x?151 - * How does the rate of change of the logarithmic function to base e vary as x changes?152 - Does f(x) have a local extrema (maximum or minimum) when its derivative is zero at x?153 - Is it true that if the derivative of f(x) is equal to zero at x, then f(x) will either have a maximum or minimum value at that point?154 - What is the value of x that minimizes f(x) = x*log(x)?155 - At what point does the function f(x) = x*log(x) achieve its lowest possible value?156 - What does linear algebra study?157 - Can you explain the concepts of linear algebra?158 - * What does \"partial derivative\" mean in mathematics?159 - * Can you explain what a \"partial derivative\" is on page 1?160 - How can we calculate an approximation of the loss function when adjustments are made to its parameters?161 - What formula do we use to estimate the loss function when changes are made to its parameters?162 - What does the fundamental algorithm discussed on page 4 serve as?163 - On page 4, what is the intended function of the outlined algorithm?164 - What is the process of updating weights in the gradient descent algorithm?165 - Can you explain how the gradient descent algorithm minimizes the cost function?166 - How does batch normalization differ from layer normalization?167 - Can you explain the distinction between batch normalization and layer normalization?168 - What is the purpose of using dropout regularization in machine learning models?169 - How does dropout regularization help prevent overfitting in neural networks?170 - What does \"early stopping\" refer to in the context of machine learning?171 - Can you explain how early stopping works in the field of artificial intelligence?172 - What does it mean by transfer learning in machine learning and artificial intelligence?173 - Can you explain how transfer learning works in the field of computer science?174 - What does data augmentation involve?175 - Can you explain what data augmentation entails?176 - What does adversarial training involve?177 - How does adversarial training work?178 - What does \"attention mechanism\" refer to on page 4?179 - On page 4, what is described as an \"attention mechanism\"?180 - What does a Recurrent Neural Network (RNN) do?181 - Can you explain what a Recurrent Neural Network (RNN) is?182 - What is the objective of calculating partial derivatives?183 - What do we aim to achieve by determining partial derivatives?184 - What is the definition of the chain rule in calculus and how does it relate to partial derivatives? (Page 5)185 - Can you explain how the concept of the chain rule applies when finding partial derivatives in calculus, as presented on page 5?186 - How does the forward pass work in a backpropagation algorithm?187 - What happens during the backward pass of a backpropagation algorithm?188 - What does regularization play a part in when it comes to deep learning models?189 - How does regularization contribute to the functioning of deep learning models?190 - How does batch normalization differ from layer normalization?191 - Can you explain the distinction between batch normalization and layer normalization on page 5?192 - What do CNNs serve as?193 - What are CNNs used for?194 - How do fully connected and convolutional layers differ in their functionality within a neural network?195 - Can you explain the key distinctions between fully connected and convolutional layers in terms of how they process data in a neural network?196 - What do activation functions accomplish in a neural network?197 - How do activation functions contribute to the functioning of neural networks?198 - How does supervised learning differ from unsupervised learning?199 - Can you explain the distinction between supervised and unsupervised learning algorithms?200 - What does transfer learning achieve in deep learning models?201 - How does transfer learning contribute to the effectiveness of deep learning algorithms?202 - How do shallow and deep neural networks differ in terms of their architecture and functionality?203 - Can you explain the key differences between shallow and deep neural networks, particularly regarding their ability to learn complex patterns?204 - How does regularization help to prevent overfitting in deep learning models?205 - In what way does regularization play a part in controlling overfitting in deep learning algorithms?206 - How does online learning differ from traditional classroom education?207 - In what ways are online courses different from in-person classes?208 - What is the goal of incorporating reinforcement learning into AI systems?209 - Can you explain how reinforcement learning contributes to the development of intelligent machines?210 - How do you calculate the partial derivative of f in relation to w? (Page 6)211 - Can you provide the equation for determining the partial derivative of f with regard to w on page 6?212 - What is required to calculate the first-order derivative of f with respect to w?213 - How many partial derivatives are necessary to determine the gradient of f with respect to w?214 - What is the objective of using the chain rule in calculus?215 - Why do we use the chain rule when finding derivatives?216 - What equation can be used to determine the optimal quadratic function that closely fits a given data point? (Page 9)217 - How do you calculate the most suitable quadratic function that accurately represents a specific data point using a particular formula? (Page 9)218 - - What does this code do on page 10?219 - - Can you explain the function of the code found on page 10?220 - What is the number of dimensions in a meshgrid? (Page 10)221 - What does the `linspace` function do in this specific code block on page 10?222 - Can you explain what purpose the `linspace` function serves within the given code snippet found on page 10?223 - What does \"exp\" represent in this specific code snippet?224 - Can you explain what function \"exp\" serves within the given code block on page 10?225 - - What does the \"constant\" keyword represent on page 10 of the code block?226 - - On page 10 of the code block, what is the function of the variable labeled as a \"constant\"?227 - What does the \"d2l\" variable represent in this code snippet?228 - Can you explain what the role of \"d2l\" is within the given code block?229 - - What does the `plt` module do in this code snippet?230 - - Can you explain what the role of `plt` is within the given code?231 - - What does the image serve as within the given program? (Page 10)232 - - What role does the picture play within the provided code snippet? (Page 10)233 - * What does the `add_subplot` function do in this code snippet?234 - * Can you explain what the role of `add_subplot` is within the provided code block?235 - - What type of projection is being utilized on page 10 of the code?236 - - On page 10 of the code, what kind of projection is employed?237 - What does the `plot_wireframe` function do in this code snippet?238 - Can you explain what the role of `plot_wireframe` is within the given code block?239 - - What does the 'rstride' parameter do on page 10 of the code block?240 - - On page 10 of the code block, what is the purpose of the 'rstride' parameter?241 - - What does \"cstride\" represent in the given code snippet on page 10?242 - - On page 10 of the provided code, what value is assigned to the variable \"cstride\"?243 - - What does the 'color' variable represent on page 10 of the code?244 - - On page 10 of the code, what value is assigned to the 'color' parameter?245 - - What does the `xlabel` function do in this code snippet?246 - - Can you explain what the role of `xlabel` is within the provided code?247 - - What does the `ylabel` function do in this specific code block on page 10?248 - - Can you explain what the role of `ylabel` is within the given code snippet found on page 10?249 - What does `set_figsize` do in the given code snippet?250 - Can you explain what the function `set_figsize` accomplishes within the provided code block?251 - * What does the `set_xlim` function do in this code snippet?252 - * Can you explain what the `set_xlim()` method accomplishes within the provided code block?253 - * What does the `set_ylim` function do in this code snippet?254 - * Can you explain what the `set_ylim()` method accomplishes within the provided code block?255 - * What is the derivative of $\\mathbf{x}^\\top A \\mathbf{x}$ with respect to $x\\_k$?256 - * How do you find the partial derivative of $\\mathbf{x}^\\top A \\mathbf{x}$ with respect to $x\\_k$?257 - - What does \"n\" represent on page 12?258 - - On page 12, what numerical value is assigned to the variable \"n\"?259 - What is the objective of determining slopes or gradients in multi-dimensional spaces?260 - Why do we need to establish the gradient concept in higher dimensions?261 - How is the backpropagation algorithm structured?262 - What is the organization of the backpropagation algorithm?263 - What does matrix calculus study?264 - What are the applications of matrix calculus?265 - What is the derivative of the function f(x) = beta^T x?266 - What is the derivative of the function g(x) = x^T beta?267 - * What is the slope of the function that represents the L2 norm of a vector as a function of its elements? (Page 13)268 - * How does the magnitude of a vector change when one of its elements changes at constant rate? (Page 13)269 - * What is the slope of the natural logarithm function? (Page 13)270 - * Can you determine the rate of change of the logarithmic function using the base e? (Page 13)271 - What are the partial derivatives of the function f(x, y) = x^2y + xy^2 with respect to x and y?272 - How do the partial derivatives of the function f(x, y) = x^2y + xy^2 change as x and y vary?273 - What is the geometrical interpretation of the condition \\(\\nabla f = 0\\)? 274 - Can you explain how to geometrically interpret the condition \\(\\nabla f = 0\\) using g and h?275 - What does linear algebra study?276 - Can you explain the concepts of linear algebra?277 - What are the objectives of using natural language processing (NLP) pre-training methods?278 - Can you explain the aims of employing NLP pre-processing techniques in natural language understanding (NLU)?279 - Which machine learning libraries are widely used?280 - What are some commonly utilized machine learning frameworks?281 - What is the theorem that relates differentiation and integration in calculus?282 - Can you explain the relationship between derivatives and integrals as stated by the Fundamental Theorem of Calculus?283 - What is the role of the Fundamental Theorem of Calculus in resolving integrals?284 - In what way does the Fundamental Theorem of Calculus aid in the process of integration?285 - What is the numerical worth of the indefinite integral of a function evaluated between its limits?286 - How do you calculate the exact sum of an antiderivative when evaluating it at specific bounds?287 - What is the process of determining the total accumulation of change in a function over an interval by integrating it?288 - Can you explain how to find the area between a curve and the x-axis over a given interval through integration?289 - How does flipping a function horizontally affect the calculation of its area under the curve?290 - What is the impact on the area under the curve when a function is flipped horizontally before being calculated?291 - How do you calculate the area under a curve when it can be broken down into several parts using double or triple integrals? (Refer to page 5)292 - Can you determine the formula for calculating the total area under a curve that has been divided into numerous sections by employing multiple integration techniques? Please refer to page 5 for guidance.293 - What does Fubini's theorem state about integrals of functions over sets in multiple dimensions?294 - Can you explain how Fubini's theorem relates to double and triple integrals?295 - What is the impact of modifying variables on multiple definite integrals? (Page 6)296 - How do you calculate the value of multiple indefinite integrals when the limits of integration change? (Page 6)297 - What does linear algebra study?298 - Can you explain the concepts of linear algebra?299 - How do discrete and continuous random variables differ from one another?300 - In what ways are discrete and continuous random variables distinct?301 - What is the difference between working with continuous and discrete random variables?302 - Can you explain how the properties of continuous and discrete random variables affect their use in statistical analysis?303 - What is a continuous random variable and can it be explained through an example?304 - How does the concept of continuous random variables relate to examples?305 - What is the likelihood of a dart landing precisely 2 centimeters away from the center of the board?306 - How likely is it for a dart to strike the board at a distance of exactly 2 centimeters from the center?307 - What number of decimal places must be considered to calculate the likelihood that a distance equals 2.00000..308 - To what degree of precision should we consider the distance as being equal to 2.00000..309 - What is the likelihood of selecting a random number whose final digit is either 7 or 3?310 - Can you determine the chance of choosing a random integer with its last digit being either 7 or 3?311 - How many darts landed in the 2.1 cm bucket when 100 darts were thrown?312 - What is the number of darts that struck the 2.1 cm target area out of 100 darts thrown?313 - What is the chance of selecting a random point inside interval B if interval A is smaller than B?314 - How likely is it to choose a random point located in interval B when interval A is contained within interval B?315 - What is the chance that a randomly chosen point will be located inside an interval measuring ε units in length surrounding 2?316 - Can you calculate the likelihood of selecting a random point that lies within an interval of ε units centered at 2?317 - What is the likelihood that a randomly chosen point will be located inside an interval measuring ε units in length centered at x?318 - Can you calculate the chance that a randomly picked point would fall within an interval having a length of ε and being situated near x?319 - What does the probability density function represent for a continuous random variable X?320 - Can you explain what the concept of a probability density function is in relation to a continuous random variable X?321 - Can you explain what a probability density function means on page 3?322 - What does it mean when we talk about a probability density function according to the information provided on page 3?323 - What does the term \"cumulative distribution function\" mean in statistics?324 - Can you explain what a cumulative distribution function represents on page 4?325 - How do you calculate the variance of a random variable?326 - Can you provide the formula for determining the variance of a random variable?327 - On page 7 of the article, what code was used to create the plot?328 - Can you tell me which code was employed for plotting on page 7 of the article?329 - How many plots does the article display on page 7?330 - On page 7 of the article, how many plots are depicted?331 - What libraries are utilized to create the graphs on page 7?332 - On page 7, which libraries are employed in producing the visualizations?333 - What does the author intend to convey through the first plot on page 7?334 - On page 7, what is the main message or theme that the author wants to communicate through the first plot?335 - What serves as the main objective of the second graph on page 7?336 - On page 7, what does the second diagram aim to achieve?337 - What serves as the main objective of the third graph on page 7?338 - On page 7, what does the third diagram aim to achieve?339 - What serves as the main objective of the fourth graph on page 7?340 - On page 7, what does the function of the fourth chart primarily achieve?341 - What is the purpose of plotting the integrand on Page 8?342 - On Page 8, what method is employed to visualize the necessary integrand for calculating variance?343 - Can you identify the specific function employed to determine the average value of a stochastic variable? (Referring to Page 8)344 - On page 8, what is the name of the mathematical tool utilized to compute the expected value of a random variable?345 - Can you identify the specific function employed to determine the variance of a random variable? (Page 8)346 - What does the formula on Page 8 represent in calculating the variance of a random variable?347 - What is the function that calculates the likelihood of a random variable falling within an epsilon-sized range of a particular value? (Page 8)348 - Can you identify the function employed to determine the chance of a random variable being situated inside an epsilon-sized interval surrounding a specific value? (Page 8)349 - What is the purpose of the function that estimates the likelihood of a random variable falling within an epsilon-near range of a particular value? (Page 8)350 - Can you explain what the function does on Page 8 that calculates the approximation of the probability of a random variable being close to a certain value?351 - Can you identify the function that depicts the probability distribution of two random variables being jointly distributed?352 - On page 8, what does the author refer to as the representation of the probabilities of two random variables occurring simultaneously?353 - What is the purpose of the function that calculates the area under a curve or surface in multiple dimensions?354 - Can you explain what the tool is called which computes the total value of a function across a specified range in higher dimensional spaces?355 - Can you tell me what function produces random numbers ranging from 0 up to 1?356 - What does the function do that generates random numbers within the range of 0 to 1?357 - What does the function on page 8 do to calculate the average value of a random variable?358 - On page 8, what is referred to as the method for determining the central tendency of a random variable through calculating its average value?359 - Can you identify the specific function employed to calculate the variance of a random variable? (Page 8)360 - What does the function on Page 8 do in computing the variance of a random variable?361 - What is the function that calculates the likelihood of a random variable falling within an epsilon-sized range of a particular value? (Page 8)362 - Can you identify the function employed to determine the chance of a random variable being situated inside an epsilon-sized interval surrounding a specific value? (Page 8)363 - What is the purpose of the function that estimates the likelihood of a random variable falling within an epsilon-near range of a particular value? (Page 8)364 - Can you explain what the function does on Page 8 that calculates the approximation of the probability of a random variable being close to a certain value?365 - Can you identify the function that depicts the probability distribution of two random variables being jointly distributed?366 - On page 8, what does the author refer to as the representation of the probabilities of two random variables occurring simultaneously?367 - What is the purpose of the function that calculates the area under a curve or surface in multiple dimensions?368 - Can you explain what the tool is called which computes the total value of a function across a specified range in higher dimensional spaces?369 - Can you tell me what function produces random numbers ranging from 0 up to 1?370 - What does the function do that generates random numbers within the range of 0 to 1?371 - What does the function on page 8 do to calculate the average value of a random variable?372 - On page 8, what is referred to as the method for determining the central tendency of a random variable through calculating its average value?373 - Can you identify the specific function employed to calculate the variance of a random variable? (Page 8)374 - What does the function on Page 8 do in computing the variance of a random variable?375 - What is the function that calculates the likelihood of a random variable falling within an epsilon-sized range of a particular value? (Page 8)376 - Can you identify the function employed to determine the chance of a random variable being situated inside an epsilon-sized interval surrounding a specific value? (Page 8)377 - What is the purpose of the function that estimates the likelihood of a random variable falling within an epsilon-near range of a particular value? (Page 8)378 - Can you explain what the function does on Page 8 that calculates the approximation of the probability of a random variable being close to a certain value?379 - Can you identify the function that depicts the probability distribution of two random variables being jointly distributed?380 - On page 8, what does the author refer to as the representation of the probabilities of two random variables occurring simultaneously?381 - What is the purpose of the function that calculates the area under a curve or surface in multiple dimensions?382 - Can you explain what the tool is called which computes the total value of a function across a specified range in higher dimensional spaces?383 - Can you tell me what function produces random numbers ranging from 0 up to 1?384 - What does the function do that generates random numbers within the range of 0 to 1?385 - What does the function on page 8 do to calculate the average value of a random variable?386 - On page 8, what is referred to as the method for determining the central tendency of a random variable through calculating its average value?387 - How do you calculate the probability mass function (PMF) of a discrete random variable?388 - What is the definition of the cumulative distribution function (CDF) and how can it be used to find the marginal distribution of a continuous random variable?389 - What method is used to determine the relationship between two randomly varying quantities?390 - How do you calculate the correlation coefficient between two probability distributions?391 - - What is the equation used to determine the relationship between two random variables? (Page 10)392 - - How do you calculate the correlation coefficient between two random variables? (Page 10)393 - What is the definition of covariance as a statistical measure of the relationship between two random variables?394 - Can you explain how the formula for calculating covariance represents the strength and direction of the linear relationship between two random variables?395 - Does the correlation coefficient provide a comprehensive understanding of the relationship between two random variables?396 - Can the variance help to identify any underlying patterns or trends in the data?397 - What is the difference between covariance and correlation?398 - Can you explain how the concepts of covariance and correlation relate to each other on page 10?399 - - How do you calculate the correlation coefficient? (Page 11)400 - - Can you explain how to determine the correlation coefficient on page 11?401 - * What does Chebyshev's inequality state?402 - * Can you explain Chebyshev's inequality on page 12?403 - What does linear algebra study?404 - Can you explain the concepts of linear algebra?405 - What does the maximum likelihood principle entail in the field of machine learning?406 - In what way does the maximum likelihood principle play a role in machine learning algorithms?407 - What does maximum likelihood estimation mean?408 - Can you explain what the concept of maximum likelihood estimation refers to?409 - What distinguishes log-likelihood from likelihood?410 - How does log-likelihood differ from regular likelihood?411 - How does the computational complexity vary when calculating the derivative of a likelihood function using the product rule?412 - What is the time and space required to compute the derivative of a likelihood function using the product rule in terms of its computational complexity?413 - How many operations does it take to calculate the gradient of the negative log-likelihood function?414 - What is the time required to compute the gradient of the negative log-likelihood function?415 - What is the connection between negative log-likelihood and information theory?416 - How does the concept of negative log-likelihood fit into the framework of information theory?417 - What is the reason behind switching from probabilities to densities when dealing with continuous data sets?418 - How does the concept of density allow us to work more effectively with continuous variables compared to probabilities?419 - What does linear algebra study?420 - Can you explain the concepts of linear algebra?421 - Which libraries are commonly utilized in probability within the field of machine learning?422 - What are some popular libraries employed in machine learning that incorporate probability concepts?423 - Can you explain what a Bernoulli random variable represents in probability theory?424 - What does it mean when we say that a random variable follows a Bernoulli distribution?425 - Which are the top three libraries used to develop machine learning models?426 - Can you name the most widely-used libraries for implementing machine learning algorithms?427 - What does the tensor look like on page 4?428 - Can you describe the form of the tensor found on page 4?429 - Can you explain what the Poisson distribution is on page 6?430 - What does the Poisson distribution represent according to the information provided on page 6?431 - What does this code do?432 - What is the function of the given code?433 - What is the PDF (probability density function) of a normal distribution?434 - Can you explain what the probability density function of a Gaussian distribution represents on page 8?435 - What is the process to create a probability density function plot of a Gaussian distribution in Pytorch?436 - Can you explain how to visualize the probability density function of a Gaussian distribution using Pytorch on page 8?437 - What is the process to create a probability density function plot of a Gaussian distribution in MXNet?438 - Can you explain how to visualize the probability density function of a Gaussian distribution using MXNet on page 8?439 - What is the process to create a probability density function plot of a Gaussian distribution in TensorFlow?440 - Can you explain how to visualize the probability density function of a Gaussian distribution using TensorFlow on page 8?441 - What does the cumulative distribution function represent in a Gaussian distribution?442 - Can you explain how to calculate the cumulative distribution function of a Gaussian distribution?443 - What is the process to create a cumulative distribution function (CDF) plot of a Gaussian distribution in PyTorch? 444 - How can I visualize the CDF of a Gaussian distribution using PyTorch?445 - What is the process to create a cumulative distribution function graph for a Gaussian distribution in MXNet?446 - Can you explain how to visualize the cumulative distribution function of a Gaussian distribution using MXNet on page 8?447 - What is the process to create a cumulative distribution function plot of a Gaussian distribution in TensorFlow?448 - Can you explain how to visualize the cumulative distribution function of a Gaussian distribution using TensorFlow on page 8?449 - What is the probability distribution that maximizes entropy?450 - How can we determine the most random or unbiased probability distribution?451 - What does the central limit theorem state about the distribution of sample means as the sample size increases?452 - Can you explain how the central limit theorem applies to normal distributions and their relationship with sample means?453 - How does mean differ from variance in a Gaussian distribution?454 - Can you explain the distinction between mean and variance in a Gaussian distribution on page 8?455 - What is the process of generating samples from a Gaussian distribution in Pytorch?456 - Can you explain how to use Pytorch to sample data from a Gaussian distribution on page 8?457 - What is the process of generating samples from a Gaussian distribution in MXNet?458 - Can you explain how to use MXNet to sample data from a Gaussian distribution on page 8?459 - What is the process of generating samples from a Gaussian distribution in TensorFlow?460 - Can you explain how to use TensorFlow to create random samples from a Gaussian distribution on page 8?461 - What type of distribution does `tf.random.normal()` use to create tensors?462 - Can you specify the dimensions of the tensor generated by `tf.random.normal()` function in TensorFlow?463 - What does linear algebra study?464 - Can you explain the concepts of linear algebra?465 - * What is a Naive Bayes classifier in machine learning?466 - * Can you explain what a Naive Bayes algorithm is used for in classification problems?467 - What does the MNIST dataset involve?468 - Can you explain what the purpose of the MNIST dataset is?469 - What is the objective of transforming pixels with values above 128 into 1 and those below 128 into 0? (Page 3)470 - Can you explain why changing pixel values over 128 to 1 and under 128 to 0 serves a specific function on page 3?471 - What is the total number of images present in the MNIST dataset?472 - How does the MNIST dataset consist of images?473 - What does the MNIST train image look like?474 - Can you describe the form of the MNIST training image?475 - What data type does the `train_labels` tensor have?476 - Can you tell me what the dtype of the `train_labels` tensor is?477 - What is the maximum number of examples that can be accessed simultaneously using numpy's stack function?478 - How does numpy's stack function handle accessing multiple examples at once?479 - What does the \"show\\_images\" function do in D2L?480 - Can you explain what the purpose of the \"d2l show\\_images\" function is on page 3?481 - What is the equation used in the Naive Bayes algorithm?482 - Can you provide the mathematical expression for implementing a Naive Bayes Classifier?483 - What is the formula used to calculate P\\_xy in a Naive Bayes Classifier?484 - How can we determine the value of P\\_y in a Naive Bayes Classifier?485 - How does the time complexity of a Naive Bayes Classifier compare to other machine learning algorithms?486 - Can you explain how the time complexity of a Naive Bayes Classifier affects its performance in terms of processing speed and efficiency?487 - What is the objective of including pseudo counts in a document?488 - Why do we incorporate pseudo counts into text analysis?489 - What does the `bayes_pred` function do?490 - Can you explain what the main objective of the `bayes_pred` function is?491 - What does linear algebra study?492 - Can you explain the concepts of linear algebra?493 - When was the first recorded use of statistical methods?494 - Can you provide a historical account of the development of statistics as a discipline?495 - What is the history of modern statistics?496 - When was modern statistics developed?497 - What are some of the topics that statistics covers in modern times?498 - How has the field of statistics evolved to address contemporary issues and concerns?499 - What is the fundamental principle of statistical analysis?500 - Can you explain the central concept in the field of statistics?501 - What does statistics primarily concentrate on?502 - What is the primary subject matter of statistics?503 - Can you provide me with some typical instances of statistical estimators?504 - What are several frequent types of estimators used in statistics?505 - What is the appearance of the plot representing the true density function of a Gaussian random variable?506 - Can you describe how the graphical representation of the probability distribution density of a Gaussian random variable looks like on page 2?507 - What does calculating the average value of a data set represent in statistical analysis?508 - In statistics, what is the function of determining the mean of a sample?509 - What does a Pooled Naive StorageManager do in TensorFlow?510 - Can you explain the function of a Pooled Naive StorageManager in TensorFlow?511 - How do you calculate the mean squared error?512 - What equation can be used to determine the mean squared error?513 - What is the equation used to calculate the standard deviation of a statistical estimate?514 - Can you provide the mathematical expression for determining the standard deviation of a sample mean as an estimator?515 - What is the difference between comparing the estimated population mean and the expected sample mean in terms of measuring fluctuations in an estimator?516 - How do you measure the variability of an estimator when comparing it to the expected sample mean versus the estimated population mean?517 - How does the relationship between bias and variance affect model performance?518 - What are some techniques used to balance bias and variance in machine learning models?519 - What distinguishes high variance from unavoidable error?520 - How does high variability differ from inherent uncertainty?521 - What methods are available to assess the effectiveness of a model in programming language?522 - How do you measure the accuracy of an estimator within your code implementation?523 - What is the objective of performing hypothesis testing?524 - Why do we carry out hypothesis tests?525 - How do you determine statistical significance using a formula?526 - What calculation method can be used to ascertain statistical significance?527 - What does it mean to have statistical power in a study?528 - Can you explain what statistical power refers to in research?529 - What is the relationship between statistical power and the likelihood of committing a type I or type II error?530 - How does the level of statistical power affect the probability of incorrectly rejecting or failing to reject the null hypothesis?531 - How does statistical power aid in deciding on the appropriate sample size?532 - What role does statistical power play in establishing the required number of samples for analysis?533 - How can I determine the necessary sample size for a given effect size and desired level of statistical power?534 - What is the formula for calculating the required sample size when considering both effect size and statistical power in a study?535 - What does \"test statistic\" mean on page 7?536 - On page 7, what is defined as a \"test statistic\"?537 - What does \"p-value\" represent on page 7?538 - On page 7, what is defined as a \"p-value\"?539 - What does it mean when a test only goes in one direction?540 - Can you explain what is meant by an examination that has no return path?541 - What does it mean when a test has two sides?542 - Can you explain what a double-sided examination entails?543 - What is a basic outline of the process for conducting hypothesis testing?544 - Can you describe the main stages involved in carrying out a hypothesis test?545 - Can you explain what a confidence interval represents on page 8?546 - What does the term \"confidence interval\" refer to in statistics, as mentioned on page 8?547 - What is the equation employed to determine the 95% confidence range? (Page 9)548 - How do you calculate the 95% confidence interval using a formula? (Page 9)549 - * What does Pytorch refer to?550 - * Can you explain what Pytorch means on page 10?551 - What does MXNet stand for?552 - Can you explain what MXNet is used for in machine learning?553 - * What does TensorFlow do?554 - * Can you explain what TensorFlow is used for?555 - What are some commonly utilized assessment measures in statistical analysis?556 - Can you name some typical evaluation metrics employed in statistics?557 - What is the process of conducting a hypothesis test?558 - Can you explain how to perform a hypothesis test?559 - * What does a confidence interval represent on page 10?560 - * Can you explain what a confidence interval means in statistics, as presented on page 10?561 - How does a one-sided test differ from a two-sided test?562 - What are the key differences between conducting a one-sided or a two-sided hypothesis test?563 - What is the process typically followed when performing a hypothesis test?564 - Can you outline the main stages of carrying out a hypothesis test?565 - What does linear algebra study?566 - Can you explain the concepts of linear algebra?567 - What is the objective of using natural language processing (NLP) techniques during pre-training?568 - Can you explain how NLP preprocessing helps in improving model performance?569 - What methods do you use to initialize word vectors before fine-tuning them on a specific task?570 - Can you describe some popular approaches for preparing word representations prior to training them on downstream tasks?571 - What is the process of performing sentiment analysis on text data through the use of recurrent neural networks?572 - Can you explain how sentiment analysis can be performed by utilizing recurrent neural networks in analyzing textual information?573 - How can BERT be customized for tasks that require both sequence-level and token-level analysis?574 - Can you explain how to adapt BERT for use in sequence-level and token-level applications?575 - How does value iteration differ from Q-learning in reinforcement learning?576 - Can you explain the key differences between value iteration and Q-learning in the field of reinforcement learning?577 - What is the goal of optimizing hyperparameters in deep learning models?578 - How does hyperparameter tuning improve the performance of deep learning algorithms?579 - * What are GANs?580 - * Can you explain what a GAN is?581 - * What is the process of decomposing a large and complex data set into smaller, more manageable components in order to improve its performance in recommender systems?582 - * Can you explain how matrix factorization can be used to enhance the effectiveness of algorithms employed in recommender systems by breaking down large amounts of information into smaller parts that are easier to analyze and manipulate?583 - How does an autoencoder differ from a variational autoencoder in terms of its architecture and function in deep learning?584 - Can you explain the key differences between an autoencoder and a variational autoencoder in deep learning, particularly regarding their structure and purpose?585 - What do utility functions serve as in the field of deep learning?586 - Can you explain the role of classes within deep learning tool's utility functions?587 - How do you calculate self-information according to the formula on page 3?588 - Can you explain the formula used to determine self-information as presented on page 3?589 - What does the use of a negative logarithm achieve in the calculation of entropy?590 - How does incorporating a negative logarithm into the entropy formula affect its overall result?591 - What does it mean to calculate the joint entropy of two random variables?592 - How do you determine the joint entropy between two probability distributions?593 - What is the relationship between joint entropy and the amount of information conveyed by a set of two randomly generated variables?594 - In what way does the concept of joint entropy connect to the quantity of data contained within a couple of independent random variables? (Page 5)595 - How does joint entropy differ from conditional entropy?596 - Can you explain the distinction between joint entropy and conditional entropy on page 5?597 - How do you calculate differential conditional entropy on page 6?598 - Can you provide a formula for calculating differential conditional entropy as stated on page 6?599 - What is the formula to determine the joint probability distribution of two continuous random variables in order to compute their conditional entropy?600 - Can you explain how to use calculus to find the derivative of the log-likelihood function and apply it to the calculation of the conditional entropy between two continuous random variables?601 - How does conditional entropy differ from joint entropy in terms of their calculations and interpretations?602 - Can you explain the distinction between conditional entropy and joint entropy as they relate to information theory?603 - How do you calculate mutual information?604 - Can you provide a formula for determining mutual information?605 - How does mutual information relate to joint entropy?606 - Can you explain the connection between mutual information and joint entropy?607 - What does \"mutual information\" mean on page 8?608 - On page 8, what is defined as \"mutual information\"?609 - What does \"cross-entropy\" mean on page 10?610 - Can you explain what is meant by \"cross-entropy\" as it appears on page 10?611 - What is the definition of cross-entropy loss on page 11?612 - Can you explain what the cross-entropy loss means in machine learning as presented on page 11?613 - What is the relationship between the log-likelihood function and the cross-entropy loss? (Page 11)614 - Can you explain how the log-likelihood function is related to the cross-entropy loss on page 11?615 - * What does the Negative Log Likelihood measure represent in PyTorch? (Page 11)616 - * How do you calculate the Negative Log Likelihood measure using PyTorch on Page 11?617 - What is the process of converting categorical data into numerical values using one-hot encoding in TensorFlow?618 - What is the measure of disorder or randomness in a system that has four distinct states and an equal likelihood of being found in any of them?619 - How does the concept of entropy apply to a system consisting of four equally probable states?620 - What is the measure of disorder in a system that has three distinct states with different probabilities?621 - How does the entropy change when the likelihoods of the three states vary in a system with three possible outcomes?622 - What is the measure of disorder in a system that has two distinct outcomes but different probabilities? (Line 12)623 - How does the entropy of a system vary when it contains only two equally likely states or two differently probable states? (Page 12)624 - What is the measure of disorder in a system that has two distinct states with an equal chance of occurring? (Page 12)625 - How does the entropy of a system vary when it consists of only two equally likely states? (Page 12)626 - What is the measure of disorder or randomness in a system that has three distinct states with an equal likelihood of occurring? (Entropy Definition)627 - How does the concept of entropy relate to the number of possible outcomes when there are three equally likely states in a system? (Entropy Formula)628 - What is the measure of disorder in a system that has four distinct states with varying probabilities?629 - How does the entropy change when the likelihoods of different outcomes vary in a system with four potential states?630 - What is the measure of disorder in a system that has an equal number of five possible states but different probabilities?631 - How does the entropy change when the probability distribution among the five possible states varies?632 - What is the measure of disorder in a system that has an equal number of six possible states but different probabilities assigned to them?633 - How does the entropy change when the number of possible outcomes remains constant at six, but their likelihoods vary?634 - What is the measure of disorder in a system that has seven distinct states with varying probabilities?635 - How does the entropy change when there are seven different outcomes, but their likelihoods differ?636 - What is the measure of disorder in a system that has eight distinct states but different probabilities associated with them? (Page 12)637 - How does the number of possible outcomes affect the level of randomness or uncertainty in a system when there are only eight states and their likelihoods vary? (Page 12)638 - How does the unevenness in the probabilities of the nine possible states affect the entropy of the system?639 - Can you calculate the entropy of a system that has an equal number of possible states but different probabilities for each state?640 - What is the measure of disorder in a system that has an equal number of ten possible states but different probabilities assigned to them?641 - How does the entropy change when the number of possible states remains constant at ten while the likelihoods of these states vary?642 - What is the measure of disorder in a system that has an equal number of states but different probabilities?643 - How does the entropy change when the number of possible states increases while their probabilities remain constant?644 - What is the measure of disorder in a system that has twelve distinct states but different probabilities associated with them? (Page 12)645 - How does the number of possible outcomes affect the level of randomness or uncertainty in a system when there are twelve unique states and their likelihoods vary? (Page 12)646 - What is the measure of disorder in a system that has 13 distinct states with varying probabilities?647 - How does the entropy of a system change when it contains 13 different states with non-uniform likelihoods?648 - What is the measure of disorder in a system that has 14 distinct states with varying probabilities?649 - How does the entropy of a system change when it has an equal number of 14 possible states but different probabilities assigned to them?650 - What is the measure of disorder in a system that has 15 distinct states but different probabilities associated with them? (Page 12)651 - How does the entropy of a system vary when it contains 15 unique states and their corresponding probabilities are not equal? (Page 12)652 - What is the measure of disorder in a system that has 16 distinct states but different probabilities associated with them? (Page 12)653 - How does the entropy of a system vary when it contains 16 unique states and their corresponding probabilities are not equal? (Page 12)654 - What is the measure of disorder in a system that has 17 distinct states with varying probabilities?655 - How does the entropy of a system change when it contains 17 different states with non-uniform likelihoods?656 - What is the measure of disorder in a system that has 18 distinct states but different probabilities associated with them? (Page 12)657 - How does the entropy of a system vary when it contains 18 unique states and their corresponding probabilities are not equal? (Page 12)658 - What is the measure of disorder in a system that has 19 distinct states with varying probabilities?659 - How does the entropy change when there are 19 different outcomes in a system with non-equal likelihoods?Execution time: 4324.8441162109375 seconds\n" ] } ], @@ -245,32 +226,71 @@ " \n", " print(i,\"-\",question, end='')\n", " res = generate_text(question)\n", - " response = [res[0][\"generated_text\"]]\n", + " response = res[0][\"generated_text\"]\n", " question_list.append(question)\n", " response_list.append(response)\n", " i = i+1\n", "\n", "et = time.time()\n", "elapsed_time = et - st\n", - "print('Execution time:', elapsed_time, 'seconds')" + "print('Execution time:', elapsed_time, 'seconds')\n", + "import pandas as pd\n", + "OUTPUT_QR_FILE = os.getcwd()+'/../../data/question_generated_answer.csv'\n", + "\n", + "df = pd.DataFrame(list(zip(question_list, response_list)), columns =['Question', 'Answer'])\n", + "\n", + "df.to_csv(OUTPUT_QR_FILE, index=False)\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "id": "6f5fd364-88a5-40a0-a496-f83b0bcb1fc0", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "['Linear algebra is a branch of mathematics that deals with the study of lines, planes, and subspaces. It focuses on topics such as vector and matrix operations, linear equations, inequalities, and systems of equations. Linear algebra is used in various fields, including engineering, physics, and computer science.',\n", + " 'Linear algebra is a branch of mathematics that deals with linear equations, matrices, and vector spaces. It is concerned with the study of geometric objects and the relationships between them, as well as with the use of linear transformations to model real-world phenomena. Linear algebra is an important tool in',\n", + " 'In geometry, vectors can be visualized in two ways: as lines with arrowheads or as points connected by line segments.',\n", + " \"In geometry, vectors can be represented using lines and arrows to indicate both the direction and magnitude of a vector. The length of the line represents the vector's magnitude, while the arrowhead points in the direction of the vector.\",\n", + " 'Column vectors and row vectors differ in their orientation with respect to the matrix they belong to. A column vector is a vector that lies in the column space of a matrix, meaning it can be obtained as a linear combination of the columns of the matrix. On the other hand, a row vector is a vector that lies in the row space of a matrix, meaning it can be obtained as a linear combination of the rows of the matrix. In terms of their visual representation, column vectors are drawn as vertical lines, while row vectors are drawn as horizontal lines within the matrix.',\n", + " \"Sure, I'd be happy to help with that. Column and row vectors are two types of vectors that are used in matrix algebra. A column vector is a vector that is placed vertically in a matrix, forming one of its columns. On the other hand, a row vector is a vector that is placed horizontally in a matrix, forming one of its rows. In other words, the difference between column and row vectors lies in their orientation when they are placed within a matrix.\",\n", + " \"In a three-dimensional space, vectors can be represented as points by mapping each vector component to a specific coordinate in a 3D cartesian system. This is accomplished by assigning an x-coordinate, y-coordinate, and z-coordinate value to### Response:_NL each of the vector's three dimensions. In this way, a vector can be visualized as a point in space, with the direction of the vector being indicated by the length and direction of the line connecting the origin to that point.\",\n", + " 'Sure! Graphing vectors using coordinate systems and point representations involves plotting a vector as a point on a coordinate plane and then drawing an arrowhead from that point to represent the direction of the vector. The length of the arrowhead can be scaled to represent the magnitude of the vector. To do this, you first need to understand the concept of vector addition, which is represented by the sum of their corresponding point coordinates. You can then plot the new vector by connecting the two points with an arrowhead, showing the direction and magnitude of the resulting vector. Is there anything else you would like to know about this process?',\n", + " 'Yes, vectors can be represented using arrows on a flat surface. The length of the arrow corresponds to the magnitude of the vector, and the direction of the arrowhead indicates the direction of the vector.',\n", + " 'Vectors in a two-dimensional space can be represented using arrows, where the length of the arrow denotes the magnitude of the vector and the direction of the arrowhead indicates the direction of the vector.']" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "response_list[:10]" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "id": "68965e63-3f94-4887-91d3-0d6d7c5e9a4d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "660" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "model_gen = InstructionTextGenerationPipeline(model=model_ft, tokenizer=tokenizer_ft)" + "len(response_list)" ] }, { @@ -283,38 +303,33 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 43, "id": "c68f03c2-51ad-49b0-bf53-75f0c9d3ed69", "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "Collecting rouge_score\n", - " Using cached rouge_score-0.1.2-py3-none-any.whl\n", - "Collecting absl-py (from rouge_score)\n", - " Downloading absl_py-2.1.0-py3-none-any.whl.metadata (2.3 kB)\n", - "Collecting nltk (from rouge_score)\n", - " Downloading nltk-3.8.1-py3-none-any.whl (1.5 MB)\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.5/1.5 MB\u001b[0m \u001b[31m20.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m0:01\u001b[0m\n", - "\u001b[?25hRequirement already satisfied: numpy in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from rouge_score) (1.26.3)\n", - "Requirement already satisfied: six>=1.14.0 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from rouge_score) (1.16.0)\n", - "Requirement already satisfied: click in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from nltk->rouge_score) (8.1.7)\n", - "Requirement already satisfied: joblib in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from nltk->rouge_score) (1.3.2)\n", - "Requirement already satisfied: regex>=2021.8.3 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from nltk->rouge_score) (2023.12.25)\n", - "Requirement already satisfied: tqdm in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from nltk->rouge_score) (4.66.1)\n", - "Downloading absl_py-2.1.0-py3-none-any.whl (133 kB)\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m133.7/133.7 kB\u001b[0m \u001b[31m17.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[?25hInstalling collected packages: nltk, absl-py, rouge_score\n", - "Successfully installed absl-py-2.1.0 nltk-3.8.1 rouge_score-0.1.2\n" + "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", + "To disable this warning, you can either:\n", + "\t- Avoid using `tokenizers` before the fork if possible\n", + "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n" ] }, { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "Downloading builder script: 100%|██████████| 6.27k/6.27k [00:00<00:00, 15.9MB/s]\n" + "Requirement already satisfied: rouge_score in /opt/conda/envs/pykoi/lib/python3.10/site-packages (0.1.2)\n", + "Requirement already satisfied: absl-py in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from rouge_score) (2.1.0)\n", + "Requirement already satisfied: nltk in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from rouge_score) (3.8.1)\n", + "Requirement already satisfied: numpy in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from rouge_score) (1.26.3)\n", + "Requirement already satisfied: six>=1.14.0 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from rouge_score) (1.16.0)\n", + "Requirement already satisfied: click in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from nltk->rouge_score) (8.1.7)\n", + "Requirement already satisfied: joblib in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from nltk->rouge_score) (1.3.2)\n", + "Requirement already satisfied: regex>=2021.8.3 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from nltk->rouge_score) (2023.12.25)\n", + "Requirement already satisfied: tqdm in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from nltk->rouge_score) (4.66.1)\n" ] } ], @@ -330,7 +345,37 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 44, + "id": "14332ee7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['What does linear algebra study?',\n", + " 'Can you explain the concepts of linear algebra?',\n", + " 'What are the two ways to visualize vectors in geometry?',\n", + " 'How can vectors be represented using lines and arrows in geometry?',\n", + " 'How do column vectors differ from row vectors?',\n", + " 'Can you explain the distinction between column and row vectors?',\n", + " 'What is the process of representing vectors as points in a three-dimensional space?',\n", + " 'Can you explain how to graph vectors using coordinate systems and point representations?',\n", + " 'Can you represent vectors using arrows on a flat surface?',\n", + " 'How can vectors be depicted as arrows within a two-dimensional space?']" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "question_list[:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 45, "id": "9c363697-2a5f-4ba7-bcd6-f88965c08319", "metadata": {}, "outputs": [], @@ -352,25 +397,22 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 46, "id": "6a80aac5-5d32-4aa6-b04f-d03dca376bda", "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'reference_list' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[21], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m ref_list \u001b[38;5;241m=\u001b[39m \u001b[43mreference_list\u001b[49m\n\u001b[1;32m 2\u001b[0m response_list \u001b[38;5;241m=\u001b[39m response_list\n", - "\u001b[0;31mNameError\u001b[0m: name 'reference_list' is not defined" + "name": "stdout", + "output_type": "stream", + "text": [ + "Average rouge score - 0.18049280219016767 0.1787935353783797 0.09000321609423866 0.23790046057149594\n" ] } ], "source": [ "ref_list = reference_list\n", - "response_list = response_list" + "response_list = response_list\n", + "calculate_rouge(response_list, ref_list) " ] }, { @@ -383,11 +425,75 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "id": "de23c1d7-36f3-4a3e-9ebb-a2501100858e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", + "To disable this warning, you can either:\n", + "\t- Avoid using `tokenizers` before the fork if possible\n", + "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: sentence-transformers in /opt/conda/envs/pykoi/lib/python3.10/site-packages (2.2.2)\n", + "Requirement already satisfied: transformers<5.0.0,>=4.6.0 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from sentence-transformers) (4.36.2)\n", + "Requirement already satisfied: tqdm in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from sentence-transformers) (4.66.1)\n", + "Requirement already satisfied: torch>=1.6.0 in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from sentence-transformers) (2.1.2)\n", + "Requirement already satisfied: torchvision in /opt/conda/envs/pykoi/lib/python3.10/site-packages (from 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(1.3.0)\n" + ] + } + ], "source": [ + "!pip install -U sentence-transformers\n", "from sentence_transformers import SentenceTransformer, util\n", "import numpy as np\n", "import pandas as pd" @@ -395,7 +501,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "id": "0375e6b6-d6ac-4f52-ac48-09a57fe7b38e", "metadata": {}, "outputs": [], @@ -405,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "id": "b5c737fe-149f-48e3-acaa-e388db22adcd", "metadata": {}, "outputs": [], @@ -433,10 +539,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "id": "c59526b3-fe2c-4269-ae43-45285998d0a4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.8862407925454053" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "avg_score = calculate_semantic_sim(reference_list,response_list)\n", "avg_score" From beeedaac457e324a273bc2c376d792c5c8d4ce74 Mon Sep 17 00:00:00 2001 From: llauraa23 Date: Wed, 24 Jan 2024 08:12:48 +0000 Subject: [PATCH 8/9] code cleanup for d2l demo. In SFT, make data collator, formatting function, whether to disable evalution configurable --- ...l.py => supervised_finetuning_demo_d2l.py} | 29 ++-- pykoi/rlhf/config.py | 12 ++ pykoi/rlhf/customize_data_collator.py | 15 +- pykoi/rlhf/supervised_finetuning.py | 141 +++++++++++------- 4 files changed, 123 insertions(+), 74 deletions(-) rename example/rlhf/{supervised_finetuning_d2l.py => supervised_finetuning_demo_d2l.py} (65%) diff --git a/example/rlhf/supervised_finetuning_d2l.py b/example/rlhf/supervised_finetuning_demo_d2l.py similarity index 65% rename from example/rlhf/supervised_finetuning_d2l.py rename to example/rlhf/supervised_finetuning_demo_d2l.py index 172d1f3..8493195 100644 --- a/example/rlhf/supervised_finetuning_d2l.py +++ b/example/rlhf/supervised_finetuning_demo_d2l.py @@ -1,8 +1,9 @@ """Demo for the supervised fine tuning. -python -m example.rlhf.supervised_finetuning_demo +python -m example.rlhf.supervised_finetuning_demo_d2l """ +from peft import LoraConfig from pykoi.chat import QuestionAnswerDatabase from pykoi.chat.db.constants import (QA_CSV_HEADER_ANSWER, QA_CSV_HEADER_ID, QA_CSV_HEADER_QUESTION, @@ -26,27 +27,29 @@ print("My local database has {} samples in total".format(my_data_pd.shape[0])) # run supervised finetuning -from peft import LoraConfig config = RLHFConfig(base_model_path="mistralai/Mistral-7B-Instruct-v0.1", dataset_type="local_csv", dataset_name="data/chapter22_trnvalfromseed_data_processed.csv", - train_test_split_ratio=0, # ratio for test set DH:TODO: COBINE TRAIN AND EVAL + train_test_split_ratio=0, # ratio for test set DH:TODO: COBINE TRAIN AND EVAL max_seq_length=896, - per_device_eval_batch_size = 1, - log_freq=20, - # dh: NOTE: 1 EPOCH iterates the dataset once. So log freq 20 means iterating 20 entries when training batch size = 1. + per_device_eval_batch_size=1, + log_freq=20, + # dh: NOTE: 1 EPOCH iterates the dataset once. So log freq 20 means iterating 20 entries when training batch size = 1. # (i.e., log_freq = 0.12 epoch when the dataset has 166 entires). save_freq=40000, num_train_epochs=20, - max_steps=-1, # if a positive number is given, it will override num_train_epochs + max_steps=-1, # if a positive number is given, it will override num_train_epochs device_map="auto", - lora_config_rl = LoraConfig( - r=512, - lora_alpha=1024, - lora_dropout=0.05, - target_modules=["q_proj","k_proj","v_proj","o_proj",], # "gate_proj","up_proj","down_proj",], #"lm_head",], + lora_config_rl=LoraConfig( + r=512, + lora_alpha=1024, + lora_dropout=0.05, + target_modules=["q_proj", "k_proj", "v_proj", "o_proj", ], # "gate_proj","up_proj","down_proj",], #"lm_head",], bias="none", task_type="CAUSAL_LM" - ), + ), + data_collator="DataCollatorForCompletionOnlyLM", + no_evaluation=True, + prepare_text="d2l", ) rlhf_step1_sft = SupervisedFinetuning(config) rlhf_step1_sft.train_and_save("./models/rlhf_step1_sft") diff --git a/pykoi/rlhf/config.py b/pykoi/rlhf/config.py index 10d7184..ffd1ff1 100644 --- a/pykoi/rlhf/config.py +++ b/pykoi/rlhf/config.py @@ -184,6 +184,18 @@ class RLHFConfig: ), metadata={"help": "LoRA configuration."}, ) + data_collator: Optional[str] = field( + default=None, + metadata={"help": "The name of data collator to use for training."}, + ) + no_evaluation: Optional[bool] = field( + default=False, + metadata={"help": "Whether to disable evaluations during training."}, + ) + prepare_text: Optional[str] = field( + default="sample", + metadata={"help": "How to prepare the text for the model."}, + ) # Step 2 reward modeling parameters reward_model_path: Optional[str] = field( diff --git a/pykoi/rlhf/customize_data_collator.py b/pykoi/rlhf/customize_data_collator.py index 5cc8c1e..833269a 100644 --- a/pykoi/rlhf/customize_data_collator.py +++ b/pykoi/rlhf/customize_data_collator.py @@ -1,8 +1,11 @@ -from typing import Any, Dict, List, Tuple, Union +from typing import Any, Dict, List, Union from transformers import DataCollatorForLanguageModeling import numpy as np + + class DataCollatorForCompletionOnlyLM(DataCollatorForLanguageModeling): - def torch_call(self, examples: List[Union[List[int], Any, Dict[str, Any]]]) -> Dict[str, Any]: + def torch_call( + self, examples: List[Union[List[int], Any, Dict[str, Any]]]) -> Dict[str, Any]: batch = super().torch_call(examples) # The prompt ends with the response key plus a newline. We encode this and then try to find it in the @@ -16,7 +19,8 @@ def torch_call(self, examples: List[Union[List[int], Any, Dict[str, Any]]]) -> D for i in range(len(examples)): response_token_ids_start_idx = None - for idx in np.where(batch["labels"][i] == response_token_ids[0])[0]: + for idx in np.where( + batch["labels"][i] == response_token_ids[0])[0]: response_token_ids_start_idx = idx break @@ -27,9 +31,10 @@ def torch_call(self, examples: List[Union[List[int], Any, Dict[str, Any]]]) -> D response_token_ids_end_idx = response_token_ids_start_idx + 1 - # Make pytorch loss function ignore all tokens up through the end of the response key + # Make pytorch loss function ignore all tokens up through the end + # of the response key labels[i, :response_token_ids_end_idx] = -100 batch["labels"] = labels - return batch \ No newline at end of file + return batch diff --git a/pykoi/rlhf/supervised_finetuning.py b/pykoi/rlhf/supervised_finetuning.py index 27c8369..881831f 100644 --- a/pykoi/rlhf/supervised_finetuning.py +++ b/pykoi/rlhf/supervised_finetuning.py @@ -22,6 +22,7 @@ from pykoi.telemetry.telemetry import Telemetry from pykoi.rlhf.customize_data_collator import DataCollatorForCompletionOnlyLM + class SupervisedFinetuning: """ A class representing the supervised finetuning trainer. @@ -37,7 +38,10 @@ class SupervisedFinetuning: trainer (SFTTrainer): The trainer object used for training the model. """ - def __init__(self, rlhf_config: RLHFConfig, enable_telemetry: bool = True) -> None: + def __init__( + self, + rlhf_config: RLHFConfig, + enable_telemetry: bool = True) -> None: """ Initializes the SFTTrainer object. @@ -47,17 +51,18 @@ def __init__(self, rlhf_config: RLHFConfig, enable_telemetry: bool = True) -> No """ self._telemetry = Telemetry(enable_telemetry) self._rlhf_config = rlhf_config - self.tokenizer = AutoTokenizer.from_pretrained(rlhf_config.base_model_path) + self.tokenizer = AutoTokenizer.from_pretrained( + rlhf_config.base_model_path) # dh: add special tokens to tokenizer self.tokenizer.pad_token = self.tokenizer.eos_token END_KEY = "### End" INSTRUCTION_KEY = "### Instruction:" RESPONSE_KEY = "### Response:" RESPONSE_KEY_NL = f"{RESPONSE_KEY}\n" - self.tokenizer.add_special_tokens({"additional_special_tokens": [END_KEY, INSTRUCTION_KEY, RESPONSE_KEY_NL]}) + self.tokenizer.add_special_tokens( + {"additional_special_tokens": [END_KEY, INSTRUCTION_KEY, RESPONSE_KEY_NL]}) self.num_proc = ( - self._rlhf_config.num_workers if not self._rlhf_config.streaming else None - ) + self._rlhf_config.num_workers if not self._rlhf_config.streaming else None) self.dataset = self.create_datasets(self.tokenizer, self._rlhf_config) self.torch_dtype = torch.bfloat16 if self._rlhf_config.bf16 else torch.float16 # self.torch_dtype = torch.bfloat16 if bf16 else (torch.float16 if fp16 else torch.float32) @@ -77,8 +82,7 @@ def __init__(self, rlhf_config: RLHFConfig, enable_telemetry: bool = True) -> No gradient_accumulation_steps=self._rlhf_config.gradient_accumulation_steps, gradient_checkpointing=self._rlhf_config.gradient_checkpointing, gradient_checkpointing_kwargs={ - "use_reentrant": self._rlhf_config.gradient_checkpointing_use_reentrant - }, + "use_reentrant": self._rlhf_config.gradient_checkpointing_use_reentrant}, fp16=self._rlhf_config.fp16, bf16=self._rlhf_config.bf16, weight_decay=self._rlhf_config.weight_decay, @@ -93,18 +97,20 @@ def __init__(self, rlhf_config: RLHFConfig, enable_telemetry: bool = True) -> No ) # resize the token embeddings to include the added special tokens self.model.resize_token_embeddings(len(self.tokenizer)) - - # dh: try the customized data collator that only predicts the answer part - data_collator = DataCollatorForCompletionOnlyLM( - tokenizer=self.tokenizer, mlm=False, return_tensors="pt", pad_to_multiple_of=8 - ) + data_collator = None + if self._rlhf_config.data_collator == "DataCollatorForCompletionOnlyLM": + # dh: try the customized data collator that only predicts the + # answer part + data_collator = DataCollatorForCompletionOnlyLM( + tokenizer=self.tokenizer, mlm=False, return_tensors="pt", pad_to_multiple_of=8) self.trainer = SFTTrainer( model=self.model, args=self.training_args, train_dataset=self.dataset["train"], eval_dataset=self.dataset["eval"], - peft_config=self._rlhf_config.lora_config_rl, ## TODO: DH: LoraConfig MAY BE IGNORED IF USING FROM_PRETRAINED + peft_config=self._rlhf_config.lora_config_rl, + # TODO: DH: LoraConfig MAY BE IGNORED IF USING FROM_PRETRAINED packing=True, data_collator=data_collator, dataset_text_field="text", @@ -163,8 +169,9 @@ def save(self, output_path=None): def train_and_save(self, output_path=None): start_event = SFTStartEvent( - start_time=time.time(), date_time=datetime.utcfromtimestamp(time.time()) - ) + start_time=time.time(), + date_time=datetime.utcfromtimestamp( + time.time())) self._telemetry.capture(start_event) self.trainer.train() self.save(output_path) @@ -180,10 +187,8 @@ def prepare_sample_text(self, example): """Prepare the text from a sample of the dataset.""" text = ( f"Question: {example[self._rlhf_config.question_title]}\n\n " - f" Answer: {example[self._rlhf_config.answer_title]}" - ) + f" Answer: {example[self._rlhf_config.answer_title]}") return text - def prepare_d2l_text(self, example): """Prepare the text from a sample of the d2l dataset .""" @@ -198,7 +203,8 @@ def prepare_d2l_text(self, example): DEFAULT_SEED = 42 # This is a training prompt that does not contain an input string. The instruction by itself has enough information - # to respond. For example, the instruction might ask for the year a historic figure was born. + # to respond. For example, the instruction might ask for the year a + # historic figure was born. PROMPT_NO_INPUT_FORMAT = """{intro} {instruction_key} {instruction} @@ -214,7 +220,8 @@ def prepare_d2l_text(self, example): ) # This is a training prompt that contains an input string that serves as context for the instruction. For example, - # the input might be a passage from Wikipedia and the intruction is to extract some information from it. + # the input might be a passage from Wikipedia and the intruction is to + # extract some information from it. PROMPT_WITH_INPUT_FORMAT = """{intro} {instruction_key} {instruction} @@ -232,14 +239,17 @@ def prepare_d2l_text(self, example): response="{response}", end_key=END_KEY, ) - + context = example.get("context") if context: - text = PROMPT_WITH_INPUT_FORMAT.format(instruction=example["instruction"], response=example["response"], input=context) + text = PROMPT_WITH_INPUT_FORMAT.format( + instruction=example["instruction"], + response=example["response"], + input=context) else: - text = PROMPT_NO_INPUT_FORMAT.format(instruction=example["instruction"], response=example["instruction"]) - - + text = PROMPT_NO_INPUT_FORMAT.format( + instruction=example["instruction"], + response=example["instruction"]) return text @@ -258,13 +268,16 @@ def create_datasets(self, tokenizer, args): ) dataset = Dataset.from_dict(my_data_pd) elif args.dataset_type == "local_csv": - ## this way will load 1660 enetries + # this way will load 1660 enetries # dataset = load_dataset("csv", data_files=args.dataset_name) # dataset = dataset[args.split] # Convert DatasetDict to Dataset # this way will load 166 entries - dataset = load_dataset("csv", data_files=args.dataset_name, split='train[:10%]') + dataset = load_dataset( + "csv", + data_files=args.dataset_name, + split='train[:10%]') elif args.dataset_type == "huggingface": dataset = load_dataset( @@ -281,34 +294,50 @@ def create_datasets(self, tokenizer, args): "No (supported) data files or dataset script found" f" {args.dataset_type}" ) - - # dh: temp change. No test set - # dataset = dataset.train_test_split( - # test_size=args.train_test_split_ratio, seed=args.seed - # ) - print( - f"Size of the train set: {len(dataset)}. " - #f"Size of the train set: {len(dataset['train'])}. " - #f" Size of the validation set: {len(dataset['test'])}" - ) - train_dataset = ConstantLengthDataset( - tokenizer, - dataset, - #dataset["train"], #dh: temp change. No test set - formatting_func=self.prepare_d2l_text, - infinite=True, - seq_length=args.max_seq_length, - # chars_per_token=chars_per_token, - ) - # temp change: no test set - # eval_dataset = ConstantLengthDataset( - # tokenizer, - # dataset["test"], - # formatting_func=self.prepare_d2l_text, - # infinite=False, - # seq_length=args.max_seq_length, - # # chars_per_token=chars_per_token, - # ) - eval_dataset = None + if args.prepare_text == "d2l": + self.prepare_text = self.prepare_d2l_text + else: + self.prepare_text = self.prepare_sample_text + # No test set during training + if args.no_evaluation: + print( + f"Size of the train set: {len(dataset)}. " + ) + + train_dataset = ConstantLengthDataset( + tokenizer, + dataset, + formatting_func=self.prepare_text, + infinite=True, + seq_length=args.max_seq_length, + # chars_per_token=chars_per_token, + ) + eval_dataset = None + else: + dataset = dataset.train_test_split( + test_size=args.train_test_split_ratio, seed=args.seed + ) + print( + f"Size of the train set: {len(dataset['train'])}. " + f" Size of the validation set: {len(dataset['test'])}") + + train_dataset = ConstantLengthDataset( + tokenizer, + dataset["train"], + formatting_func=self.prepare_text, + infinite=True, + seq_length=args.max_seq_length, + # chars_per_token=chars_per_token, + ) + + eval_dataset = ConstantLengthDataset( + tokenizer, + dataset["test"], + formatting_func=self.prepare_text, + infinite=False, + seq_length=args.max_seq_length, + # chars_per_token=chars_per_token, + ) + return {"train": train_dataset, "eval": eval_dataset} From 04b9fa5495c2b9f57caecff4aa4b2d970b2f7306 Mon Sep 17 00:00:00 2001 From: llauraa23 Date: Wed, 24 Jan 2024 08:15:17 +0000 Subject: [PATCH 9/9] DPO training on d2l data. Version 0 --- pykoi/rlhf/rl_finetuning_dpo.py | 263 ++++++++++++++++++++++++++++++++ 1 file changed, 263 insertions(+) create mode 100644 pykoi/rlhf/rl_finetuning_dpo.py diff --git a/pykoi/rlhf/rl_finetuning_dpo.py b/pykoi/rlhf/rl_finetuning_dpo.py new file mode 100644 index 0000000..4a8fc38 --- /dev/null +++ b/pykoi/rlhf/rl_finetuning_dpo.py @@ -0,0 +1,263 @@ +# The code is adapted from Huggingface. +# coding=utf-8 +# Copyright 2023 The HuggingFace Inc. team. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# Note: you need to install transformers from main to run this script. See https://huggingface.co/docs/transformers/installation#install-from-source +# TODO: bump transformers version in requirements at next release. + +# 0. imports +from dataclasses import dataclass, field +from typing import Dict, Optional + +import torch +from accelerate import PartialState +from datasets import Dataset, load_dataset +from peft import LoraConfig +from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig, HfArgumentParser, TrainingArguments + +from trl import DPOTrainer, is_xpu_available + + +# Define and parse arguments. +@dataclass +class ScriptArguments: + """ + The arguments for the DPO training script. + """ + + # data parameters + beta: Optional[float] = field(default=0.1, metadata={"help": "the beta parameter for DPO loss"}) + + # training parameters + model_name_or_path: Optional[str] = field(default="models/rlhf_step1_sft/", metadata={"help": "the model name"}) + learning_rate: Optional[float] = field(default=1e-3, metadata={"help": "optimizer learning rate"}) + #per_device_train_batch_size: Optional[int] = field(default=4, metadata={"help": "batch size per device"}) + # dh + per_device_train_batch_size: Optional[int] = field(default=1, metadata={"help": "batch size per device"}) + gradient_accumulation_steps: Optional[int] = field( + default=1, metadata={"help": "the number of gradient accumulation steps"} + ) + output_dir: Optional[str] = field(default="outputdpo", metadata={"help": "the output directory"}) + fp16: Optional[bool] = field( + default=False, metadata={"help": "Whether to activate fp16 mixed precision during training"} + ) + bf16: Optional[bool] = field( + default=False, metadata={"help": "Whether to activate bf16 mixed precision during training"} + ) + max_length: Optional[int] = field(default=512, metadata={"help": "max length of each sample"}) + max_prompt_length: Optional[int] = field(default=128, metadata={"help": "max length of each sample's prompt"}) + max_target_length: Optional[int] = field( + default=128, metadata={"help": "Only used for encoder decoder model. Max target of each sample's prompt"} + ) + label_pad_token_id: Optional[int] = field(default=-100, metadata={"help": "label for non response tokens"}) + #max_steps: Optional[int] = field(default=1000, metadata={"help": "max number of training steps"}) + max_steps: Optional[int] = field(default=500, metadata={"help": "max number of training steps"}) + + # lora parameters + use_peft: Optional[bool] = field(default=True, metadata={"help": "Wether to use PEFT or not to train adapters"}) + peft_lora_r: Optional[int] = field(default=64, metadata={"help": "the r parameter of the LoRA adapters"}) + peft_lora_alpha: Optional[int] = field(default=16, metadata={"help": "the alpha parameter of the LoRA adapters"}) + # instrumentation + sanity_check: Optional[bool] = field(default=True, metadata={"help": "only train on 1000 samples"}) + report_to: Optional[str] = field( + default=None, + metadata={ + "help": 'The list of integrations to report the results and logs to. Supported platforms are `"azure_ml"`,' + '`"comet_ml"`, `"mlflow"`, `"neptune"`, `"tensorboard"`,`"clearml"` and `"wandb"`. ' + 'Use `"all"` to report to all integrations installed, `"none"` for no integrations.' + }, + ) + # debug argument for distributed training + ignore_bias_buffers: Optional[bool] = field( + default=False, + metadata={ + "help": "fix for DDP issues with LM bias/mask buffers - invalid scalar type,`inplace operation. See" + "https://github.com/huggingface/transformers/issues/22482#issuecomment-1595790992" + }, + ) + gradient_checkpointing: Optional[bool] = field( + default=False, metadata={"help": "Whether to use gradient checkpointing or no"} + ) + gradient_checkpointing_kwargs: Optional[dict] = field( + default=None, + metadata={ + "help": "key word arguments to be passed along `torch.utils.checkpoint.checkpoint` method - e.g. `use_reentrant=False`" + }, + ) + load_in_8bit: Optional[bool] = field(default=False, metadata={"help": "load the model in 8 bits precision"}) + load_in_4bit: Optional[bool] = field(default=False, metadata={"help": "load the model in 4 bits precision"}) + generate_during_eval: Optional[bool] = field(default=False, metadata={"help": "Generate during evaluation"}) + + +def extract_anthropic_prompt(prompt_and_response): + """Extract the anthropic prompt from a prompt and response pair.""" + search_term = "\n\nAssistant:" + search_term_idx = prompt_and_response.rfind(search_term) + assert search_term_idx != -1, f"Prompt and response does not contain '{search_term}'" + return prompt_and_response[: search_term_idx + len(search_term)] + + +def get_hh(split: str, sanity_check: bool = False, silent: bool = False, cache_dir: str = None) -> Dataset: + """Load the Anthropic Helpful-Harmless dataset from Hugging Face and convert it to the necessary format. + + The dataset is converted to a dictionary with the following structure: + { + 'prompt': List[str], + 'chosen': List[str], + 'rejected': List[str], + } + + Prompts should be structured as follows: + \n\nHuman: \n\nAssistant: + Multiple turns are allowed, but the prompt should always start with \n\nHuman: and end with \n\nAssistant:. + """ + import pdb; pdb.set_trace() + dataset = load_dataset("Anthropic/hh-rlhf", split=split, cache_dir=cache_dir) + if sanity_check: + dataset = dataset.select(range(min(len(dataset), 1000))) + + def split_prompt_and_responses(sample) -> Dict[str, str]: + prompt = extract_anthropic_prompt(sample["chosen"]) + return { + "prompt": prompt, + "chosen": sample["chosen"][len(prompt) :], + "rejected": sample["rejected"][len(prompt) :], + } + + return dataset.map(split_prompt_and_responses) + + +if __name__ == "__main__": + parser = HfArgumentParser(ScriptArguments) + script_args = parser.parse_args_into_dataclasses()[0] + + if script_args.load_in_8bit and script_args.load_in_4bit: + raise ValueError("You can't load the model in 8 bits and 4 bits at the same time") + elif script_args.load_in_8bit or script_args.load_in_4bit: + quantization_config = BitsAndBytesConfig( + load_in_8bit=script_args.load_in_8bit, load_in_4bit=script_args.load_in_4bit + ) + # Copy the model to each device + device_map = ( + {"": f"xpu:{PartialState().local_process_index}"} + if is_xpu_available() + else {"": PartialState().local_process_index} + ) + torch_dtype = torch.bfloat16 + else: + # device_map = None + # dh + device_map = "auto" + quantization_config = None + torch_dtype = None + + # 1. load a pretrained model + model = AutoModelForCausalLM.from_pretrained( + script_args.model_name_or_path, + device_map=device_map, + quantization_config=quantization_config, + torch_dtype=torch_dtype, + ) + + if script_args.ignore_bias_buffers: + # torch distributed hack + import pdb; pdb.set_trace() + model._ddp_params_and_buffers_to_ignore = [ + name for name, buffer in model.named_buffers() if buffer.dtype == torch.bool + ] + import pdb; pdb.set_trace() + + if not script_args.use_peft: + model_ref = AutoModelForCausalLM.from_pretrained(script_args.model_name_or_path) + else: + # If one uses PEFT, there is no need to load a reference model ## dh: TODO: CHECK THIS + model_ref = None + + tokenizer = AutoTokenizer.from_pretrained(script_args.model_name_or_path) + if tokenizer.pad_token is None: + tokenizer.pad_token = tokenizer.eos_token + + # 2. Load the Anthropic Helpful-Harmless dataset + # train_dataset = get_hh("train", sanity_check=script_args.sanity_check) + + # 3. Load evaluation dataset + # eval_dataset = get_hh("test", sanity_check=script_args.sanity_check) + + # dh + dataset= load_dataset("csv", data_files="data/rlhf_training_data_d2ai.csv", split="train") + def feature_format(sample) -> Dict[str, str]: + return { + "prompt": sample["input"], + "chosen": sample["chosen"], + "rejected": sample["rejected"], + } + dataset = dataset.map(feature_format) + train_eval = dataset.train_test_split(test_size=0.1) + import pdb; pdb.set_trace() + train_dataset = train_eval["train"] + eval_dataset = train_eval["test"] + + + # 4. initialize training arguments: + training_args = TrainingArguments( + per_device_train_batch_size=script_args.per_device_train_batch_size, + max_steps=script_args.max_steps, + remove_unused_columns=False, + gradient_accumulation_steps=script_args.gradient_accumulation_steps, + learning_rate=script_args.learning_rate, + evaluation_strategy="steps", + logging_first_step=True, + logging_steps=10, # match results in blog post + eval_steps=500, + output_dir=script_args.output_dir, + optim="rmsprop", + warmup_steps=150, + report_to=script_args.report_to, + bf16=script_args.bf16, + fp16=script_args.fp16, + gradient_checkpointing=script_args.gradient_checkpointing, + # TODO: uncomment that on the next transformers release + # gradient_checkpointing_kwargs=script_args.gradient_checkpointing_kwargs, + ) + + if script_args.use_peft: + peft_config = LoraConfig( + r=script_args.peft_lora_r, + lora_alpha=script_args.peft_lora_alpha, + bias="none", + task_type="CAUSAL_LM", + ) + else: + peft_config = None + + # 5. initialize the DPO trainer + dpo_trainer = DPOTrainer( + model, + model_ref, + args=training_args, + beta=script_args.beta, + train_dataset=train_dataset, + eval_dataset=eval_dataset, + tokenizer=tokenizer, + max_length=script_args.max_length, + max_target_length=script_args.max_target_length, + max_prompt_length=script_args.max_prompt_length, + generate_during_eval=script_args.generate_during_eval, + peft_config=peft_config, + ) + + # 6. train + import pdb; pdb.set_trace() + dpo_trainer.train()