TestExplora (Black Box) - Entry Coverage: leaderboard
Metric: Entry coverage (%): line coverage of the functions under test achieved by the generated tests; the full set of 2,389 test-generation tasks; Black Box setting, where the model sees only the documentation and signatures of the functions under test; single model call with DocAgent-written documentation as the oracle; mean of three runs; higher is better. Source: arxiv.org. Saturation forecast: Not forecast. 6 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Qwen 3 Coder 30B A3B Instruct | 52.98 | #399 |
| 2 | GPT-5 Mini | 52.42 | #176 |
| 3 | O3 Mini | 51.46 | #266 |
| 4 | O4 Mini | 51.18 | #172 |
| 5 | GPT-4o | 46.98 | #333 |
| 6 | Gemini 2.5 Pro | 38.4 | #145 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=testexplora-black-box-entry-coverage · How It Works · Data refreshed daily, snapshot 2026-10-11.