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Adds LLM performance matrix doc to ESS & serverless (#5286)
* Adds LLM performance matrix doc to ESS & serverless * experimenting with matrix formatting * uses alternative matrix formatting * updates matrix format, adds alternative version * uses updated table format * updates ESS version of table * fixes table * removes outdated table formatting * Update docs/assistant/llm-performance-matrix.asciidoc Co-authored-by: Joe Peeples <[email protected]> * Update docs/serverless/assistant/llm-performance-matrix.mdx Co-authored-by: Joe Peeples <[email protected]> * Update docs/serverless/assistant/llm-performance-matrix.mdx Co-authored-by: Joe Peeples <[email protected]> * Update docs/assistant/llm-performance-matrix.asciidoc Co-authored-by: Joe Peeples <[email protected]> * Update docs/assistant/llm-performance-matrix.asciidoc Co-authored-by: natasha-moore-elastic <[email protected]> * Update docs/serverless/assistant/llm-performance-matrix.mdx Co-authored-by: natasha-moore-elastic <[email protected]> * Update docs/assistant/llm-performance-matrix.asciidoc --------- Co-authored-by: Joe Peeples <[email protected]> Co-authored-by: natasha-moore-elastic <[email protected]>
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[[llm-performance-matrix]] | ||
= Large language model performance matrix | ||
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This table describes the performance of various large language models (LLMs) for different use cases in {elastic-sec}, based on our internal testing. To learn more about these use cases, refer to <<attack-discovery, Attack discovery>> or <<security-assistant, AI Assistant>>. | ||
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[cols="1,1,1,1,1,1,1", options="header"] | ||
|=== | ||
| *Feature* | *Model* | | | | | | ||
| | *Claude 3: Opus* | *Claude 3: Sonnet* | *Claude 3: Haiku* | *GPT-4o* | *GPT-4 Turbo*| *GPT-4 32K* | ||
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| *Assistant - General* | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent | ||
| *Assistant - {esql} Generation*| Great | Great | Poor | Excellent | Poor | Excellent | ||
| *Assistant - Alert Questions* | Excellent | Excellent | Excellent | Excellent | Poor | Good (limited context) | ||
| *Attack discovery* | Excellent | Great | Poor | Poor | Good | Good (limited context) | ||
|=== |
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--- | ||
id: llm-performance-matrix | ||
slug: /serverless/security/llm-performance-matrix | ||
title: Large language model performance matrix | ||
description: Learn how different models perform on different tasks in ((elastic-sec)). | ||
tags: ["security", "overview", "get-started"] | ||
status: in review | ||
--- | ||
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This table describes the performance of various large language models (LLMs) for different use cases in ((elastic-sec)), based on our internal testing. To learn more about these use cases, refer to <DocLink id="attackDiscovery" text="Attack discovery"/> or <DocLink id="serverlessSecurityAIAssistant" text="AI Assistant"/>. | ||
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| **Feature:** | **Model** | | | | | | | ||
|-------------------------------|-----------------------|--------------------|--------------------|------------|-----------------|----------------| | ||
| | **Claude 3: Opus** | **Claude 3: Sonnet** | **Claude 3: Haiku** | **GPT-4o** | **GPT-4 Turbo** | **GPT-4 32K** | | ||
| **Assistant: general** | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent | | ||
| **Assistant: ((esql)) generation** | Great | Great | Poor | Excellent | Poor | Excellent | | ||
| **Assistant: alert questions** | Excellent | Excellent | Excellent | Excellent | Poor | Good (limited context) | | ||
| **Attack discovery** | Excellent | Great | Poor | Poor | Good | Good (limited context) | | ||
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