CATTest - Bug Discovery P-score: leaderboard
Metric: P-score (0-100; precision-oriented bug reporting). Source: arxiv.org. 17 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 48.56 |
| 2 | Claude Opus 4.6 | 48.2 |
| 3 | GPT-5.5 | 46.88 |
| 4 | Claude Sonnet 4.6 | 41.08 |
| 5 | Claude Opus 4.7 | 38.3 |
| 6 | Qwen 3.6 27B | 37.92 |
| 7 | GLM-5V Turbo | 33.5 |
| 8 | Qwen 3.5 Plus | 32.62 |
| 9 | Kimi K2.6 | 29.43 |
| 10 | Qwen 3.5 27B | 26.72 |
| 11 | Seed 2.0 Pro | 26.55 |
| 12 | GPT-5.4 Mini | 25 |
| 13 | Gemini 3.1 Flash Lite | 23.37 |
| 14 | Seed 2.0 Lite | 23.2 |
| 15 | Gemini 3 Flash | 22.99 |
Interactive version: theaggregate.ai/benchmark?slug=cattest-bug-discovery-p-score · How It Works · Data refreshed daily, snapshot 2026-09-19.