# ZeroBench → MMMU-Pro

Calibration · https://benchgap.net/calibration/1694 · data retrieved 2026-10-29

MMMU-Pro is estimated from ZeroBench with a offset logistic curve fitted on 9 models measured on both: y = 0.8027 + (0.8241 − 0.8027) / (1 + exp(−200.00·(x − 0.2274))), R² = 0.38, cross-validated error 1.7 pp. It is used for 0 estimates.

## Fitted on

| Model | ZeroBench | MMMU-Pro |
|---|---|---|
| [dots3-note Preview](https://benchgap.net/model/dots3-note-preview.md) | 19.0% | 79.1% |
| [Gemini 3.1 Pro](https://benchgap.net/model/gemini-3-1-pro.md) | 29.0% | 83.9% |
| [GPT-5.4](https://benchgap.net/model/gpt-5-4.md) | 41.0% | 81.2% |
| [Kimi K3.1 Pro](https://benchgap.net/model/kimi-3-1-pro.md) | 39.0% | 84.1% |
| [Kimi K3](https://benchgap.net/model/kimi-k3.md) | 23.0% | 81.6% |
| [Muse Spark](https://benchgap.net/model/muse-spark.md) | 33.0% | 80.4% |
| [Qwen3.8 Max](https://benchgap.net/model/qwen3-8-max.md) | 24.0% | 82.3% |
| [Seed 2.1 Pro](https://benchgap.net/model/seed-2-1-pro.md) | 18.0% | 81.6% |
| [Seed 2.1 Turbo](https://benchgap.net/model/seed-2-1-turbo.md) | 11.0% | 80.1% |