MMPCBench - Beyond Capability PCQ: leaderboard
Metric: PCQ (0-100). Source: arxiv.org. 14 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 VL 235B A22B Instruct | 93.9 |
| 2 | GPT-5.1 (High) | 87.5 |
| 3 | Claude Sonnet 4.5 (Thinking) | 85.4 |
| 4 | Qwen 3 VL 8B Instruct | 84 |
| 5 | GPT-5.2 | 81.3 |
| 6 | Qwen 3 VL 30B A3B Instruct | 80.7 |
| 7 | GPT-5 Mini | 65 |
| 8 | Gemini 3 Pro | 64.2 |
| 9 | Gemini 3 Flash | 62.8 |
| 10 | GLM-4.6V | 54.6 |
| 11 | Gemma 3 12B (IT) | 48.2 |
| 12 | Gemma 3 27B (IT) | 43.4 |
| 13 | Gemma 3 4B (IT) | 22.4 |
Interactive version: theaggregate.ai/benchmark?slug=mmpcbench-beyond-capability-pcq · How It Works · Data refreshed daily, snapshot 2026-09-19.