Calibration
VideoMMMU → MMMU-Pro
MMMU-Pro is estimated from VideoMMMU with a Michaelis–Menten curve fitted on 13 models measured on both: y = 2.0000·x / (1.35131 + x), R² = 0.87, cross-validated error 3.5 pp. It is used for 0 estimates.
Fitted on
| Model | VideoMMMU | MMMU-Pro |
|---|---|---|
| Claude Opus 4.5 | 84.4% | 70.6% |
| dots3-note Preview | 86.8% | 79.1% |
| Gemini 3 Pro | 87.6% | 81.0% |
| GPT-5.2 | 85.9% | 79.5% |
| Kimi K2.5 | 86.6% | 78.5% |
| LFM3-VL-2B | 49.6% | 45.7% |
| MiniMax M3 | 84.6% | 78.1% |
| Qwen3.5 397B | 84.7% | 79.0% |
| Qwen3.6-27B | 84.4% | 75.8% |
| Qwen3.6-35B-A3B | 83.7% | 75.3% |
| Qwen3.6 Plus | 84.0% | 78.8% |
| Qwen3.7 Plus | 85.4% | 79.0% |
| Qwen3.8 Max | 88.7% | 82.3% |