SWE-Bench ProMax - Java (Mini-SWE-Agent): leaderboard
The 26 Java instances of SWE-Bench ProMax (2026), expert-curated refactoring tasks from real commits that are resolved when the patch passes every test of the reviewed suite. Resolve rate in percent with the mini-swe-agent scaffold; higher is better.
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 April 2028. 6 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Kimi K2.5 | 23.1 | #256 |
| 2 | Claude Sonnet 4.6 | 19.2 | #161 |
| 3 | GPT-5.2 | 15.4 | #176 |
| 4 | Gemini 3 Pro | 15.4 | #137 |
| 5 | GLM-5 | 7.7 | #260 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=swe-bench-promax-java-mini-swe-agent · How It Works · Data refreshed daily, snapshot 2026-11-13.