Calibration
Video-MME (with subtitle) → MMMU
MMMU is estimated from Video-MME (with subtitle) with a Michaelis–Menten curve fitted on 8 models measured on both: y = 2.0000·x / (1.23745 + x), R² = 0.58, cross-validated error 8.0 pp. It is used for 0 estimates.
Fitted on
| Model | Video-MME (with subtitle) | MMMU |
|---|---|---|
| Claude Opus 4.5 | 77.6% | 80.7% |
| Gemini 3 Pro | 88.4% | 87.2% |
| GPT-5.2 | 86.0% | 86.7% |
| Kimi K2.5 | 87.4% | 84.3% |
| LFM3-VL-2B | 69.0% | 55.7% |
| Qwen3.5 397B | 87.5% | 85.0% |
| Qwen3.6-27B | 87.7% | 82.9% |
| Qwen3.6-35B-A3B | 86.6% | 81.7% |