benchgap
Calibration

CharXiv → MathVision

MathVision is estimated from CharXiv with a Michaelis–Menten curve fitted on 15 models measured on both: y = 2.0000·x / (1.05549 + x), R² = 0.79, cross-validated error 2.6 pp. It is used for 8 estimates.

Estimated modelCharXivMathVisionSource
Claude Sonnet 4.677.4%84.6%estimated ± 2.6 pp, high confidence
Command A+52.7%66.6%estimated ± 2.6 pp, medium confidence
Gemini 3.1 Flash-Lite73.2%81.9%estimated ± 2.6 pp, high confidence
Gemini 3.5 Flash84.2%88.7%estimated ± 2.6 pp, high confidence
MiMo-V2.581.0%86.8%estimated ± 2.6 pp, high confidence
Qwen3.6-35B-A3B78.0%85.0%estimated ± 2.6 pp, high confidence
Sakana Fugu85.1%89.3%estimated ± 2.6 pp, high confidence
Sakana Fugu-Ultra86.6%90.1%estimated ± 2.6 pp, high confidence