New SWE-bench Multimodal leaderboard: Claude Opus 5.5 leads at 70.21% on visual bugs

OfirPress · x · 2026-10-15

Vals AI launched a leaderboard for SWE-bench Multimodal, a harder SWE-bench variant focused on visual bugs (maps not rendering, buttons on the wrong side). Claude Opus 5.5 leads at 70.21% accuracy ($4.92/test), ahead of Claude Fable 5.1 (61.25%) and Claude Sonnet 5.5 (58.33%); Gemini 4 Argon hits 56.04%, and DeepSeek V4.1 Flash offers standout value at 46.46% for $0.23/test. Even on this relatively simpler bench, much work remains.

Related event: SWE-bench Multimodal Leaderboard Launches, Claude Opus 5.5 Leads(4 posts)→

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