benchgap
Calibration

Video-MME (w/o subtitle) → DynaMath

DynaMath is estimated from Video-MME (w/o subtitle) with a offset logistic curve fitted on 6 models measured on both: y = 0.7912 + (0.8616 − 0.7912) / (1 + exp(−200.00·(x − 0.8252))), R² = 0.96, cross-validated error 1.0 pp. It is used for 0 estimates.

Fitted on

ModelVideo-MME (w/o subtitle)DynaMath
Claude Opus 4.581.4%79.7%
Gemini 3 Pro87.7%85.1%
GPT-5.285.8%86.8%
Kimi K2.583.2%84.4%
LFM3-VL-2B62.8%79.2%
Qwen3.5 397B83.7%86.3%