MMPCBench - Proactive Critique Quality: leaderboard
Metric: PCQ composite (0-100). Source: arxiv.org. 14 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 VL 235B A22B Instruct | 47.4 |
| 2 | Qwen 3 VL 30B A3B Instruct | 40.4 |
| 3 | Qwen 3 VL 8B Instruct | 38.7 |
| 4 | Claude Sonnet 4.5 (Thinking) | 35.4 |
| 5 | Gemini 3 Pro | 30.4 |
| 6 | GPT-5.1 (High) | 29.6 |
| 7 | Gemini 3 Flash | 26.5 |
| 8 | GPT-5.2 | 24.9 |
| 9 | GPT-5 Mini | 22.9 |
| 10 | Gemma 3 12B (IT) | 18.1 |
| 11 | Gemma 3 27B (IT) | 17.6 |
| 12 | GLM-4.6V | 12.8 |
| 13 | Gemma 3 4B (IT) | 10 |
Interactive version: theaggregate.ai/benchmark?slug=mmpcbench-proactive-critique-quality · How It Works · Data refreshed daily, snapshot 2026-09-19.