CATTest - Pass/Not-Pass F1: leaderboard
Metric: F1 (%). Source: arxiv.org. 17 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.7 | 89.7 |
| 2 | Claude Sonnet 4.6 | 89.57 |
| 3 | Claude Opus 4.6 | 88.2 |
| 4 | GPT-5.4 | 86.05 |
| 5 | GPT-5.5 | 85 |
| 6 | Gemini 3 Flash | 83.02 |
| 7 | Gemini 3.1 Pro (Preview) | 82.8 |
| 8 | Qwen 3.5 27B | 80 |
| 9 | Qwen 3.6 27B | 79.72 |
| 10 | Kimi K2.6 | 79.47 |
| 11 | Qwen 3.5 Plus | 78.08 |
| 12 | GPT-5.4 Mini | 70 |
| 13 | GLM-5V Turbo | 69.7 |
| 14 | Seed 2.0 Pro | 58.33 |
| 15 | Gemini 3.1 Flash Lite | 54.7 |
Interactive version: theaggregate.ai/benchmark?slug=cattest-pass-not-pass-f1 · How It Works · Data refreshed daily, snapshot 2026-09-19.