benchgap
Calibration

Video-MME (with subtitle) → RealWorldQA

RealWorldQA is estimated from Video-MME (with subtitle) with a offset logistic curve fitted on 10 models measured on both: y = 0.7813 + (0.9386 − 0.7813) / (1 + exp(−30.48·(x − 0.8912))), R² = 0.73, cross-validated error 2.8 pp. It is used for 0 estimates.

Fitted on

ModelVideo-MME (with subtitle)RealWorldQA
Claude Opus 4.577.6%77.0%
Gemini 3 Pro88.4%83.3%
GPT-5.286.0%83.3%
Kimi K2.587.4%81.0%
LFM3-VL-2B69.0%79.3%
Qwen3.5 397B87.5%83.9%
Qwen3.6-27B87.7%84.1%
Qwen3.6-35B-A3B86.6%85.3%
Qwen3.7 Plus88.0%86.9%
Qwen3.8 Max90.4%88.0%