PDB-Single - Unit Test Pass Rate: leaderboard
Metric: Unit-test pass rate (%) of the debugged programs on the PDB-Single-Full set; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | DeepSeek V3.2 (Thinking) | 84.7 |
| 2 | Gemini 2.5 Pro | 83.8 |
| 3 | GPT-5.1 Codex | 82 |
| 4 | Claude Sonnet 4.5 (Thinking) | 81.9 |
| 5 | Kimi K2 (Thinking) | 80.8 |
| 6 | DeepSeek V3.2 | 78.2 |
| 7 | Qwen 3 Coder 480B A35B | 77.4 |
| 8 | Kimi K2 | 73 |
| 9 | Grok Code Fast 1 | 67.1 |
Interactive version: theaggregate.ai/benchmark?slug=pdb-single-unit-test-pass-rate · How It Works · Data refreshed daily, snapshot 2026-10-07.