MMPCBench - Premise Contradiction PCQ: leaderboard
Metric: PCQ (0-100). Source: arxiv.org. 14 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 VL 235B A22B Instruct | 51.3 |
| 2 | Qwen 3 VL 30B A3B Instruct | 40.5 |
| 3 | Gemini 3 Pro | 39.2 |
| 4 | Qwen 3 VL 8B Instruct | 37.9 |
| 5 | Gemini 3 Flash | 35.7 |
| 6 | Claude Sonnet 4.5 (Thinking) | 17.9 |
| 7 | Gemma 3 27B (IT) | 11.9 |
| 8 | Gemma 3 12B (IT) | 11.1 |
| 9 | GPT-5.2 | 10.7 |
| 10 | GPT-5.1 (High) | 7.2 |
| 11 | GLM-4.6V | 6.9 |
| 12 | GPT-5 Mini | 6.6 |
| 13 | Gemma 3 4B (IT) | 6 |
Interactive version: theaggregate.ai/benchmark?slug=mmpcbench-premise-contradiction-pcq · How It Works · Data refreshed daily, snapshot 2026-09-19.