benchgap
Calibration

VideoMMMU → SimpleVQA

SimpleVQA is estimated from VideoMMMU with a Michaelis–Menten curve fitted on 11 models measured on both: y = 2.0000·x / (1.70155 + x), R² = 0.56, cross-validated error 8.7 pp. It is used for 0 estimates.

Fitted on

ModelVideoMMMUSimpleVQA
Claude Opus 4.584.4%65.7%
dots3-note Preview86.8%72.5%
Gemini 3 Pro87.6%73.2%
GPT-5.285.9%55.8%
Kimi K2.586.6%71.2%
LFM3-VL-2B49.6%36.3%
Qwen3.5 397B84.7%67.1%
Qwen3.6-27B84.4%56.1%
Qwen3.6-35B-A3B83.7%58.9%
Qwen3.7 Plus85.4%81.7%
Qwen3.8 Max88.7%75.0%