# ZeroBench → MathVision

Calibration · https://benchgap.net/calibration/1693 · data retrieved 2026-10-29

MathVision is estimated from ZeroBench with a Hill curve fitted on 5 models measured on both: y = 0.8941 + (1.2000 − 0.8941)·x^6.00 / (0.30847^6.00 + x^6.00), R² = 0.59, cross-validated error 2.7 pp. It is used for 2 estimates.

| Estimated model | ZeroBench | MathVision | Source |
|---|---|---|---|
| [Gemini 3.1 Pro](https://benchgap.net/model/gemini-3-1-pro.md) | 29.0% | 100.0% | estimated ± 2.7 pp, low confidence |
| [Muse Spark](https://benchgap.net/model/muse-spark.md) | 33.0% | 100.0% | estimated ± 2.7 pp, low confidence |

## Fitted on

| Model | ZeroBench | MathVision |
|---|---|---|
| [dots3-note Preview](https://benchgap.net/model/dots3-note-preview.md) | 19.0% | 87.7% |
| [Kimi K3](https://benchgap.net/model/kimi-k3.md) | 23.0% | 94.3% |
| [Qwen3.8 Max](https://benchgap.net/model/qwen3-8-max.md) | 24.0% | 95.2% |
| [Seed 2.1 Pro](https://benchgap.net/model/seed-2-1-pro.md) | 18.0% | 92.6% |
| [Seed 2.1 Turbo](https://benchgap.net/model/seed-2-1-turbo.md) | 11.0% | 90.1% |