Source-Test Repair - File-level Executable: leaderboard

Source-test co-evolution repair on 500 Java cases from 15 repositories; Java17/Maven3.9.9, temperature0.6. Native fractions retain denominator500. Executable means repaired tests pass, not semantic equivalence to developer intent; compilable measures build validity. Context and pipeline configurations are separate. File-level; Executable.

Metric: Executable fraction. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 3 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.4 (low) (TestRepair Run: context=File-level; pipeline=baseline)0.59
2Qwen3-Coder-480B-Instruct (TestRepair Run: context=File-level; pipeline=baseline)0.56
3DeepSeek-V3.2 (Non-reasoning) (TestRepair Run: context=File-level; pipeline=baseline)0.52

Interactive version: theaggregate.ai/benchmark?slug=source-test-repair-file-level-executable · How It Works · Data refreshed daily, snapshot 2026-11-05.