# SimpleVQA → MMMU

Calibration · https://benchgap.net/calibration/1432 · data retrieved 2026-10-29

MMMU is estimated from SimpleVQA with a Hill curve fitted on 9 models measured on both: y = 0.0000 + (0.8612 − 0.0000)·x^6.00 / (0.33357^6.00 + x^6.00), R² = 0.97, cross-validated error 3.2 pp. It is used for 0 estimates.

## Fitted on

| Model | SimpleVQA | MMMU |
|---|---|---|
| [Claude Opus 4.5](https://benchgap.net/model/claude-opus-4-5.md) | 65.7% | 80.7% |
| [Gemini 3 Pro](https://benchgap.net/model/gemini-3-pro.md) | 73.2% | 87.2% |
| [GPT-5.2](https://benchgap.net/model/gpt-5-2.md) | 55.8% | 86.7% |
| [Kimi K2.5](https://benchgap.net/model/kimi-k2-5.md) | 71.2% | 84.3% |
| [LFM2.5-VL-3B](https://benchgap.net/model/lfm2-5-vl-3b.md) | 35.4% | 48.4% |
| [LFM3-VL-2B](https://benchgap.net/model/lfm3-vl-2b.md) | 36.3% | 55.7% |
| [Qwen3.5 397B](https://benchgap.net/model/qwen3-5-397b.md) | 67.1% | 85.0% |
| [Qwen3.6-27B](https://benchgap.net/model/qwen3-6-27b.md) | 56.1% | 82.9% |
| [Qwen3.6-35B-A3B](https://benchgap.net/model/qwen3-6-35b-a3b.md) | 58.9% | 81.7% |