Calibration
Video-MME (with subtitle) → MMMU-Pro
MMMU-Pro is estimated from Video-MME (with subtitle) with a inverse Michaelis–Menten curve fitted on 12 models measured on both: y = 1.48425·(x − 0.1810) / (0.1810 + 2.0000 − x), R² = 0.88, cross-validated error 4.2 pp. It is used for 0 estimates.
Fitted on
| Model | Video-MME (with subtitle) | MMMU-Pro |
|---|---|---|
| Claude Opus 4.5 | 77.6% | 70.6% |
| Gemini 3 Pro | 88.4% | 81.0% |
| GPT-5.2 | 86.0% | 79.5% |
| Kimi K2.5 | 87.4% | 78.5% |
| LFM3-VL-2B | 69.0% | 45.7% |
| MiMo-V2.5 | 87.7% | 77.9% |
| MiniMax M3 | 85.4% | 78.1% |
| Qwen3.5 397B | 87.5% | 79.0% |
| Qwen3.6-27B | 87.7% | 75.8% |
| Qwen3.6-35B-A3B | 86.6% | 75.3% |
| Qwen3.7 Plus | 88.0% | 79.0% |
| Qwen3.8 Max | 90.4% | 82.3% |