benchgap
Calibration

MathVision → V*

V* is estimated from MathVision with a Hill curve fitted on 9 models measured on both: y = 0.0000 + (1.2000 − 0.0000)·x^6.00 / (0.71017^6.00 + x^6.00), R² = 0.79, cross-validated error 5.1 pp. It is used for 10 estimates.

Estimated modelMathVisionV*Source
dots3-note Preview87.7%93.6%estimated ± 5.1 pp, medium confidence
Gemma 4 12B79.7%80.0%estimated ± 5.1 pp, medium confidence
Kimi K394.3%100.0%estimated ± 5.1 pp, low confidence
Qwen3.7 Plus90.3%97.0%estimated ± 5.1 pp, low confidence
Qwen3.8-27B90.0%96.7%estimated ± 5.1 pp, low confidence
Qwen3.8-Flash-Next90.6%97.4%estimated ± 5.1 pp, low confidence
Qwen3.8 Max95.2%100.0%estimated ± 5.1 pp, low confidence
Qwen3.8-Omni-Flash91.8%98.8%estimated ± 5.1 pp, low confidence
Seed 2.1 Pro92.6%99.7%estimated ± 5.1 pp, low confidence
Seed 2.1 Turbo90.1%96.8%estimated ± 5.1 pp, low confidence