SWE-Bench ProMax - Java (Mini-SWE-Agent): leaderboard

Metric: Resolve rate (%, Pass@1 on the 26 Java instances; 170 repository-level refactoring instances from real commits (average 11.4 modified files), resolved when the patch passes every test of the manually reviewed suite; mini-swe-agent scaffold, step limit 300, cost limit 10 US dollars per instance). Source: arxiv.org. Saturation forecast: Around 2028. 6 models tracked.

Top models

#ModelScore
1Kimi K2.523.1
2Claude Sonnet 4.619.2
3GPT-5.215.4
4Gemini 3 Pro15.4
5GLM-57.7

Interactive version: theaggregate.ai/benchmark?slug=swe-bench-promax-java-mini-swe-agent · How It Works · Data refreshed daily, snapshot 2026-09-29.