benchgap
Calibration

Video-MME (w/o subtitle) → SimpleVQA

SimpleVQA is estimated from Video-MME (w/o subtitle) with a inverse Michaelis–Menten curve fitted on 7 models measured on both: y = 1.39172·(x − 0.2034) / (0.2034 + 2.0000 − x), R² = 0.74, cross-validated error 7.5 pp. It is used for 0 estimates.

Fitted on

ModelVideo-MME (w/o subtitle)SimpleVQA
Claude Opus 4.581.4%65.7%
Gemini 3 Pro87.7%73.2%
GPT-5.285.8%55.8%
Kimi K2.583.2%71.2%
LFM3-VL-2B62.8%36.3%
Qwen3.5 397B83.7%67.1%
Qwen3.6-35B-A3B82.5%58.9%