Calibration
MathVision → MMMU-Pro
MMMU-Pro is estimated from MathVision with a Michaelis–Menten curve fitted on 13 models measured on both: y = 2.0000·x / (1.35101 + x), R² = 0.75, cross-validated error 2.2 pp. It is used for 3 estimates.
| Estimated model | MathVision | MMMU-Pro | Source |
|---|---|---|---|
| Qwen3.5-122B-A10B | 86.2% | 77.9% | estimated ± 2.2 pp, high confidence |
| Qwen3.5-27B | 86.0% | 77.8% | estimated ± 2.2 pp, high confidence |
| Qwen3.5-35B-A3B | 83.9% | 76.6% | estimated ± 2.2 pp, high confidence |