# We-Math → MMMU-Pro

Calibration · https://benchgap.net/calibration/1674 · data retrieved 2026-10-29

MMMU-Pro is estimated from We-Math with a offset logistic curve fitted on 6 models measured on both: y = 0.0018 + (0.7950 − 0.0018) / (1 + exp(−126.48·(x − 0.6836))), R² = 1.00, cross-validated error 11.3 pp. It is used for 0 estimates.

## Fitted on

| Model | We-Math | MMMU-Pro |
|---|---|---|
| [Claude Opus 4.5](https://benchgap.net/model/claude-opus-4-5.md) | 70.0% | 70.6% |
| [Gemini 3 Pro](https://benchgap.net/model/gemini-3-pro.md) | 86.9% | 81.0% |
| [GPT-5.2](https://benchgap.net/model/gpt-5-2.md) | 79.0% | 79.5% |
| [Kimi K2.5](https://benchgap.net/model/kimi-k2-5.md) | 84.7% | 78.5% |
| [LFM3-VL-2B](https://benchgap.net/model/lfm3-vl-2b.md) | 68.6% | 45.7% |
| [Qwen3.5 397B](https://benchgap.net/model/qwen3-5-397b.md) | 87.9% | 79.0% |