Atlas

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SWE-bench Multimodal (Vals v1): ESLint

Code

Vals v1 issue-resolution rate on its ESLint repository panel; one offline mini-swe-agent run with screenshot attachments and official test grading. Subset size is not published.

Top models (higher is better)

ModelScore
Claude Opus 5.590.9
Claude Fable 5.181.8
Claude Sonnet 5.581.8
Gemini 4 Argon72.7
Claude Haiku 5.563.6
Muse Spark 1.363.6
Muse Wonder Full63.6
Gemini 3.8 Flash54.5
GPT-6.1 Sol54.5
GPT-6 Astra54.5
Kimi K354.5
Mistral Large 4 Preview54.5
Muse Wonder54.5
Grok 4.745.5
MiMo-V2.6-Pro45.5
Step 5 Preview45.5
DeepSeek V4.1 Flash36.4
GPT-6 Luna36.4
MiniMax M327.3
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