Calibration
We-Math → Video-MME (w/o subtitle)
Video-MME (w/o subtitle) is estimated from We-Math with a Michaelis–Menten + offset curve fitted on 6 models measured on both: y = 0.0000 + 2.0000·x / (1.16859 + x), R² = 0.50, cross-validated error 8.9 pp. It is used for 0 estimates.
Fitted on
| Model | We-Math | Video-MME (w/o subtitle) |
|---|---|---|
| Claude Opus 4.5 | 70.0% | 81.4% |
| Gemini 3 Pro | 86.9% | 87.7% |
| GPT-5.2 | 79.0% | 85.8% |
| Kimi K2.5 | 84.7% | 83.2% |
| LFM3-VL-2B | 68.6% | 62.8% |
| Qwen3.5 397B | 87.9% | 83.7% |