TestExplora-Lite (White Box) - Entry Coverage: leaderboard

Metric: Entry coverage (%): line coverage of the functions under test achieved by the generated tests; 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: Around January 2027. 6 models tracked.

Top models

#ModelScoreOverall rank
1O4 Mini67.16#172
2GPT-5 Mini65.78#176
3O3 Mini61.84#266
4Gemini 2.5 Pro61.47#145
5Qwen 3 Coder 30B A3B Instruct59.78#399
6GPT-4o56.29#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-entry-coverage · How It Works · Data refreshed daily, snapshot 2026-10-11.