benchgap
Calibration

Video-MME (with subtitle) → SimpleVQA

SimpleVQA is estimated from Video-MME (with subtitle) with a inverse Michaelis–Menten curve fitted on 10 models measured on both: y = 1.60743·(x − 0.2809) / (0.2809 + 2.0000 − x), R² = 0.54, cross-validated error 10.8 pp. It is used for 0 estimates.

Fitted on

ModelVideo-MME (with subtitle)SimpleVQA
Claude Opus 4.577.6%65.7%
Gemini 3 Pro88.4%73.2%
GPT-5.286.0%55.8%
Kimi K2.587.4%71.2%
LFM3-VL-2B69.0%36.3%
Qwen3.5 397B87.5%67.1%
Qwen3.6-27B87.7%56.1%
Qwen3.6-35B-A3B86.6%58.9%
Qwen3.7 Plus88.0%81.7%
Qwen3.8 Max90.4%75.0%