CATTest - Pass/Not-Pass Precision: leaderboard
Metric: Precision (%). Source: arxiv.org. 17 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.6 27B | 89.06 |
| 2 | GLM-5V Turbo | 86.79 |
| 3 | Claude Opus 4.6 | 86.59 |
| 4 | Claude Opus 4.7 | 86.05 |
| 5 | Seed 2.0 Pro | 85.37 |
| 6 | Qwen 3.5 Plus | 85.07 |
| 7 | Gemini 3.1 Flash Lite | 84.21 |
| 8 | GPT-5.5 | 83.95 |
| 9 | Gemini 3.1 Pro (Preview) | 83.33 |
| 10 | Kimi K2.6 | 83.33 |
| 11 | Gemini 3 Flash | 82.5 |
| 12 | Claude Sonnet 4.6 | 82.02 |
| 13 | Qwen 3.5 27B | 81.58 |
| 14 | Seed 2.0 Lite | 81.25 |
| 15 | GPT-5.4 Mini | 80.33 |
Interactive version: theaggregate.ai/benchmark?slug=cattest-pass-not-pass-precision · How It Works · Data refreshed daily, snapshot 2026-09-19.