TestExplora-Lite (White Box) - Head Pass Rate: leaderboard

Metric: Head pass rate (%): share of generated test cases that pass on the fixed head commit, i.e. that encode the intended behavior; TestExplora-Lite (517 samples from 330 pull requests with high-quality human docstrings); White Box setting, where the model also sees their implementation and dependencies; single model call with DocAgent-written documentation as the oracle; mean of three runs; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5 Mini80.25#176
2Gemini 2.5 Pro74.91#145
3O4 Mini74.7#172
4O3 Mini71.53#266
5Qwen 3 Coder 30B A3B Instruct60.9#399
6GPT-4o57.92#333

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=testexplora-lite-white-box-head-pass-rate · How It Works · Data refreshed daily, snapshot 2026-10-11.