benchgap
Calibration

V* → RealWorldQA

RealWorldQA is estimated from V* with a Michaelis–Menten curve fitted on 6 models measured on both: y = 1.0034·x / (0.18918 + x), R² = 0.53, cross-validated error 2.9 pp. It is used for 0 estimates.

Fitted on

ModelV*RealWorldQA
Claude Opus 4.567.0%77.0%
Gemini 3 Pro88.0%83.3%
GPT-5.275.9%83.3%
LFM3-VL-2B86.4%79.3%
Qwen3.5 397B95.8%83.9%
Qwen3.6-27B94.7%84.1%