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Performance Benchmarks for Coding Agents May Mislead Progress
Repository-level benchmarks like GSO, SWE-Perf, and SWE-fficiency assess coding agents by comparing runtime improvements on real repositories. However, their leaderboard scores can conflate runtime instability, scoring rules, and other factors, potentially misrepresenting true agent progress.
These benchmarks are widely used to gauge coding-agent advancements, so understanding their limitations is crucial for accurately interpreting performance claims. Misleading scores could impact development priorities and evaluations in AI coding tools.
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Score 76
Source Type arxiv
Reposts 0
Topic Quality 63
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