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Si-Yuan Guo

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#artificial intelligence Preprint Sep 2026

Coding Agents Have Converged: Why the SWE-bench Leaderboard Can No Longer Order Its Top Entries, and What to Measure Instead

Small differences on coding-agent leaderboards are often read as an ordering of systems. We audit whether the published verdicts support this reading, using 254 SWE-bench submissions across four splits without running models. On Verified, the leading two entries each resolve 396 of 500 instances. The top ten share 285...

Feng-Shuo Liu, Ying Liu, Rui-Ze Sun et al. · 0 citations

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