Atlas

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AA-AnalystAgent (pass@5)

Professional Work

Fraction of AA-AnalystAgent's 80 quantitative analysis questions answered correctly at least once across five independent attempts.

Top models (higher is better)

ModelScore
GPT-6 Luna85.0
Claude Haiku 5.583.8
Gemini 3.1 Pro Preview81.3
DeepSeek V4.1 Flash80.0
Inkling-Small80.0
MiMo-V2.6-Pro80.0
Opus 4.878.8
Claude Sonnet 5.578.8
GLM-5.3 Flash78.8
GPT-5.578.8
Inkling78.8
Sonnet 577.5
Gemini 3.7 Flash77.5
Gemini 3.5 Flash76.3
Grok 4.576.3
Grok 4.676.3
Qwen3.8 Max (0902)76.3
Claude Opus 5.575.0
DeepSeek-V4-Pro75.0
Qwen3.7-Max (source unspecified)75.0
Claude Opus 573.8
MiniMax M373.8
Claude Fable 5.172.5
Opus 4.772.5
Gemini 3.8 Flash72.5
GPT-6.1 Sol72.5
Grok 4.772.5
Kimi K372.5
Sonnet 4.671.3
GLM-5.371.3
Kimi K3.1 Pro71.3
Muse Spark 1.371.3
DeepSeek-V4-Flash70.0
GPT-5.6 Sol70.0
Step 5 Preview70.0
Claude Fable 568.8
MiMo-V2.5-Pro68.8
GPT-6 Astra67.5
Ling 3.0 Flash Fin67.5
Gemini 4 Argon66.3
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