- A Regularization Approach for Incorporating Event Knowledge and Coreference Relations into Neural Discourse Parsing
- Asking Clarification Questions in Knowledge-Based Question Answering
- Answering Complex Open-domain Questions Through Iterative Query Generation
- Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks
- Enhancing Neural Data-To-Text Generation Models with External Background Knowledge
- Event Causality Recognition Exploiting Multiple Annotators’ Judgments and Background Knowledge
- Feature2Vec: Distributional semantic modelling of human property knowledge
- Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented Graphs
- Machine Reading Comprehension Using Structural Knowledge Graph-aware Network
Dialog and Interactive Systems, Machine Translation and Multilinuality, Phonology, Morphology, and Word Segmentation, Speech, Vision, Robotics, Multimodal and Grounding, Tagging, Chunking, Syntax and Parsing
- A Regularization-based Framework for Bilingual Grammar Induction
- A Progressive Model to Enable Continual Learning for Semantic Slot Filling
- Are You for Real Detecting Identity Fraud via Dialogue Interactions
- DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs
- Cross-Lingual Dependency Parsing Using Code-Mixed TreeBank
- Aligning Cross-Lingual Entities with Multi-Aspect Information
- Entity-Consistent End-to-end Task-Oriented Dialogue System with KB Retriever
- Leveraging Adjective-Noun Phrasing Knowledge for Comparison Relation Prediction in Text-to-SQL
- Modeling Multi-mapping Relations for Precise Cross-lingual Entity Alignment
- Task-Oriented Conversation Generation Using Heterogeneous Memory Networks
- Towards Knowledge-Based Recommender Dialog System
- A Context-based Framework for Modeling the Role and Function of On-line Resource Citations in Scientific Literature
- EntEval: A Holistic Evaluation Benchmark for Entity Representations
- GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge
Information Extraction, Text Mining and NLP Applications, Social Media and Computational Social Science, Sentiment Analysis and Argument Mining
- An Improved Neural Baseline for Temporal Relation Extraction
- “A Buster Keaton of Linguistics” First Automated Approaches for the Extraction of Vossian Antonomasia
- Doc2EDAG An End-to-End Document-level Framework for Chinese Financial Event Extraction
- Cross-Sentence N-ary Relation Extraction using Lower-Arity Universal Schemas
- Coverage of Information Extraction from Sentences and Paragraphs
- Easy First Relation Extraction with Information Redundancy
- Event Representation Learning Enhanced with External Commonsense Knowledge
- Fine-Grained Entity Typing via Hierarchical Multi Graph Convolutional Networks
- Fine-Grained Evaluation for Entity Linking
- Gazetteer-Enhanced Attentive Neural Networks for Named Entity Recognition
- Improving Distantly-Supervised Relation Extraction with Joint Label Embedding
- Improving Relation Extraction with Knowledge-attention
- Jointly Learning Entity and Relation Representations for Entity Alignment
- Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations
- KnowledgeNet: A Benchmark Dataset for Knowledge Base Population
- Learning Dynamic Context Augmentation for Global Entity Linking
- Learning to Infer Entities, Properties and their Relations from Clinical Conversations
- Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network
- Multi-input Multi-output Sequence Labeling for Joint Extraction of Fact and Condition Tuples from Scientific Text
- Open Relation Extraction: Relational Knowledge Transfer from Supervised Data to Unsupervised Data
- Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion
- TuckER: Tensor Factorization for Knowledge Graph Completion
- CaRe: Open Knowledge Graph Embeddings
- Collaborative Policy Learning for Open Knowledge Graph Reasoning
- Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs
- Learning to Update Knowledge Graphs by Reading News
- Game Theory Meets Embeddings: a Unified Framework for Word Sense Disambiguation
- Knowledge Enhanced Contextual Word Representations
- A Logic-Driven Framework for Consistency of Neural Models
- Commonsense Knowledge Mining from Pretrained Models
- Fine-grained Knowledge Fusion for Sequence Labeling Domain Adaptation
- Identifying and Explaining Discriminative Attributes
- Learning to Learn and Predict: A Meta-Learning Approach for Multi-Label Classification
- Patient Knowledge Distillation for BERT Model Compression
- Using Local Knowledge Graph Construction to Scale Seq2Seq Models to Multi-Document Inputs
- Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations
- “Going on a vacation” takes longer than “Going for a walk” A Study of Temporal Commonsense Understanding
- A Non-commutative Bilinear Model for Answering Path Queries in Knowledge Graphs
- Answering questions by learning to rank - Learning to rank by answering questions
- Answering Conversational Questions on Structured Data without Logical Forms
- CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text
- Discourse-Aware Semantic Self-Attention for Narrative Reading Comprehension
- DIVINE A Generative Adversarial Imitation Learning Framework for Knowledge Graph Reasoning
- Everything Happens for a Reason: Discovering the Purpose of Actions in Procedural Text
- Generating Questions for Knowledge Bases via Incorporating Diversified Contexts and Answer-Aware Loss
- GeoSQA: A Benchmark for Scenario-based Question Answering in the Geography Domain at High School Level
- Incorporating External Knowledge into Machine Reading for Generative Question Answering
- Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning
- Interactive Language Learning by Question Answering
- KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning
- PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and Text
- Representation Learning with Ordered Relation Paths for Knowledge Graph Completion
- Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph Model
- Social IQa: Commonsense Reasoning about Social Interactions
- What's Missing: A Knowledge Gap Guided Approach for Multi-hop Question Answering