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Updates LLM performance matrix #1245

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merged 3 commits into from
Apr 24, 2025
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Updates LLM performance matrix #1245

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79a2074
updates LLM performance matrix
benironside Apr 23, 2025
d7fb0af
Update large-language-model-performance-matrix.md
benironside Apr 24, 2025
62604de
Merge branch 'main' into 1206-llm-matrix-update
benironside Apr 24, 2025
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32 changes: 17 additions & 15 deletions solutions/security/ai/large-language-model-performance-matrix.md
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Expand Up @@ -24,17 +24,18 @@ Models from third-party LLM providers.

| **Feature** | - | **Assistant - General** | **Assistant - {{esql}} generation** | **Assistant - Alert questions** | **Assistant - Knowledge retrieval** | **Attack Discovery** | **Automatic Migration** |
| --- | --- | --- | --- | --- | --- | --- | --- |
| **Model** | **Claude 3: Opus** | Excellent | Excellent | Excellent | Good | Great | Good
| | **Claude 3.7: Sonnet** | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent
| | **Claude 3.5: Sonnet v2** | Excellent | Excellent | Excellent | Excellent | Great | Excellent
| | **Claude 3.5: Sonnet** | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent
| | **Claude 3.5: Haiku** | Excellent | Excellent | Excellent | Excellent | Poor | Poor
| | **Claude 3: Haiku** | Excellent | Excellent | Excellent | Excellent | Poor | Poor
| | **GPT-4o** | Excellent | Excellent | Excellent | Excellent | Great | Great
| | **GPT-4o-mini** | Excellent | Great | Great | Great | Poor | Good
| | **Gemini 1.5 Pro 002** | Excellent | Excellent | Excellent | Excellent | Excellent | Great
| | **Gemini 1.5 Flash 002** | Excellent | Poor | Good | Excellent | Poor | Excellent
| | **Gemini 2.0 Flash 001** | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent
| **Model** | **Claude 3.7: Sonnet** | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent
| | **Claude 3.5: Sonnet v2** | Excellent | Excellent | Excellent | Excellent | Great | Excellent
| | **Claude 3.5: Sonnet** | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent
| | **Claude 3.5: Haiku** | Excellent | Excellent | Excellent | Excellent | Poor | Poor
| | **Claude 3: Haiku** | Excellent | Excellent | Excellent | Excellent | Poor | Poor
| | **GPT-4o** | Excellent | Excellent | Excellent | Excellent | Great | Great
| | **GPT-4o-mini** | Excellent | Great | Great | Great | Poor | Good
| | **GPT-4.1** | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent
| | **Gemini 1.5 Pro 002** | Excellent | Excellent | Excellent | Excellent | Excellent | Great
| | **Gemini 1.5 Flash 002** | Excellent | Poor | Good | Excellent | Poor | Excellent
| | **Gemini 2.0 Flash 001** | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent
| | **Gemini 2.5 Pro** | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent


## Open-source models [_open_source_models]
Expand All @@ -43,7 +44,8 @@ Models you can [deploy yourself](/solutions/security/ai/connect-to-own-local-llm

| **Feature** | - | **Assistant - General** | **Assistant - {{esql}} generation** | **Assistant - Alert questions** | **Assistant - Knowledge retrieval** | **Attack Discovery** | **Automatic Migration**
| --- | --- | --- | --- | --- | --- | --- |
| **Model** | **Mistral Nemo** | Good | Good | Great | Good | Poor | Poor |
| | **LLama 3.2** | Good | Poor | Good | Poor | Poor | Good |
| | **LLama 3.1 405b** | Good | Great | Good | Good | Poor | Poor |
| | **LLama 3.1 70b** | Good | Good | Poor | Poor | Poor | Good |
| **Model** | **Mistral Nemo** | Good | Good | Great | Good | Poor | Poor |
| | **Mistral-Small-3.1-24B-Instruct-2503** | Excellent | Poor | Excellent | Excellent | Good | N/A
| | **LLama 3.2** | Good | Poor | Good | Poor | Poor | Good |
| | **LLama 3.1 405b** | Good | Great | Good | Good | Poor | Poor |
| | **LLama 3.1 70b** | Good | Good | Poor | Poor | Poor | Good |
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