benchgap
Calibration

SimpleVQA → RealWorldQA

RealWorldQA is estimated from SimpleVQA with a Michaelis–Menten curve fitted on 11 models measured on both: y = 0.9379·x / (0.08093 + x), R² = 0.49, cross-validated error 3.8 pp. It is used for 0 estimates.

Fitted on

ModelSimpleVQARealWorldQA
Claude Opus 4.565.7%77.0%
Gemini 3 Pro73.2%83.3%
GPT-5.255.8%83.3%
Kimi K2.571.2%81.0%
LFM2.5-VL-3B35.4%73.1%
LFM3-VL-2B36.3%79.3%
Qwen3.5 397B67.1%83.9%
Qwen3.6-27B56.1%84.1%
Qwen3.6-35B-A3B58.9%85.3%
Qwen3.7 Plus81.7%86.9%
Qwen3.8 Max75.0%88.0%