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SWE-bench Multimodal

A software-engineering benchmark of 517 real GitHub issues from visual JavaScript/web projects that include visual context (screenshots, UI mockups, diagrams), measuring whether AI systems can resolve issues whose fixes are verified by the repository's tests.

Coding% resolvedHigher is better

What this benchmark measures

A software-engineering benchmark of 517 real GitHub issues from visual JavaScript/web projects that include visual context (screenshots, UI mockups, diagrams), measuring whether AI systems can resolve issues whose fixes are verified by the repository's tests.

Rows on this page are sourced from public benchmark artifacts, leaderboard exports, or source-linked model reports. Each row keeps benchmark version, source model name, and available run details attached to the score.

The metric shown here is % resolved. It should be interpreted within SWE-bench Multimodal, not compared as part of a site-wide ranking.

No composite ranking
evals.report never combines benchmarks. % resolved on SWE-bench Multimodal is its own number — don’t average it with other metrics.