benchgap
Calibration

SimpleVQA → MathVision

MathVision is estimated from SimpleVQA with a Michaelis–Menten curve fitted on 9 models measured on both: y = 2.0000·x / (0.93224 + x), R² = 0.82, cross-validated error 7.2 pp. It is used for 0 estimates.

Fitted on

ModelSimpleVQAMathVision
Claude Opus 4.565.7%74.3%
dots3-note Preview72.5%87.7%
Gemini 3 Pro73.2%86.6%
GPT-5.255.8%83.0%
Kimi K2.571.2%84.2%
LFM3-VL-2B36.3%51.6%
Qwen3.5 397B67.1%88.6%
Qwen3.7 Plus81.7%90.3%
Qwen3.8 Max75.0%95.2%