Atlas

Benchmarks

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DistressBench

Safety

Clinician-authored mental-health response evaluation over 718 tasks: 299 single-turn and 419 multi-turn, split evenly between public and private sets. Scores average weighted rubric compliance over tasks and three runs, grading only the final reply. Majority votes of Claude Opus 4.8, Llama 4 Maverick and Gemini 3.1 Pro judge each rubric. Published uncertainty is a paired bootstrap 95% interval, not an independent-item standard error.

Top models (higher is better)

ModelScore
Muse Spark 1.288.4
Muse Spark 1.384.9
Muse Glimmer 30B80.6
DeepSeek V4.1 Flash79.8
Inkling78.5
Mistral Large 4 Preview77.0
GPT-5.6 Terra76.4
Claude Opus 5.575.6
Kimi K2.675.2
GPT-6 Astra74.3
GPT-5.6 Sol73.6
Kimi K373.5
Qwen3.7-Plus (source unspecified)72.9
GPT-5.6 Luna72.7
Claude Fable 5.171.5
Opus 4.871.4
GLM-571.2
Gemini 3.8 Flash70.7
DeepSeek-V4-Flash69.7
Claude Fable 569.4
DeepSeek-V4-Pro69.2
Gemini 3.7 Flash69.0
Gemini 3.1 Pro Preview68.8
Sonnet 568.0
GPT-6 Sol68.0
Gemini 3.5 Flash66.9
GPT-6 Luna66.7
gpt-oss-120b63.7
Mistral Large 3 675B Instruct 251258.8
Grok 4.752.4
Llama 4 Maverick Instruct41.3
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