benchgap
Calibration

Video-MME (with subtitle) → MathVision

MathVision is estimated from Video-MME (with subtitle) with a linear curve fitted on 8 models measured on both: y = 1.8310·x + -0.7260, R² = 0.96, cross-validated error 4.5 pp. It is used for 0 estimates.

Fitted on

ModelVideo-MME (with subtitle)MathVision
Claude Opus 4.577.6%74.3%
Gemini 3 Pro88.4%86.6%
GPT-5.286.0%83.0%
Kimi K2.587.4%84.2%
LFM3-VL-2B69.0%51.6%
Qwen3.5 397B87.5%88.6%
Qwen3.7 Plus88.0%90.3%
Qwen3.8 Max90.4%95.2%