Metacognition-Bench — leaderboard
Metric: Trap Resistance (100 × (1 − trap rate), higher is better). Source: huggingface.co. 40 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.5 27B | 99 |
| 2 | Gemma 4 31B (IT) | 98.5 |
| 3 | Qwen 3.5 35B A3B | 98 |
| 4 | Mistral Small 3.2 | 97.7 |
| 5 | Qwen 3.5 9B | 96.5 |
| 6 | gemma-4-E4B-it | 95.2 |
| 7 | Qwen 3.6 35B A3B | 95 |
| 8 | Qwen 3.5 4B | 94.7 |
| 9 | Gemma 4 12B (IT) | 94.7 |
| 10 | Gemma 4 26B A4B (IT) | 94.5 |
| 11 | Qwen 3 1.7B | 66.4 |
| 12 | LFM2.5-1.2B (Thinking) | 29.3 |
| 13 | DeepSeek R1 Distill Qwen 1.5B | 22.8 |
Interactive version: theaggregate.ai/benchmark?slug=metacognition-bench · How It Works · Data refreshed daily, snapshot 2026-07-25.