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SWE-bench Multimodal: leaderboard

SWE-bench extension with 517 software issues that include visual elements such as screenshots, mockups, diagrams, and visual error context.

Source: swebench.com.

Interactive version: theaggregate.ai/benchmark?slug=swe-bench-multimodal · How It Works · Data refreshed daily, snapshot 2026-09-05.

Built by Mikhail Doroshenko — AI researcher, co-author of Humanity’s Last Exam. Independent project; no affiliation with any AI lab.
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