benchgap
Calibration

V* → MLVU (M-Avg)

MLVU (M-Avg) is estimated from V* with a offset logistic curve fitted on 6 models measured on both: y = 0.7972 + (0.8670 − 0.7972) / (1 + exp(−200.00·(x − 0.8830))), R² = 0.34, cross-validated error 6.4 pp. It is used for 0 estimates.

Fitted on

ModelV*MLVU (M-Avg)
Claude Opus 4.567.0%81.7%
Gemini 3 Pro88.0%83.0%
GPT-5.275.9%85.6%
LFM3-VL-2B86.4%71.3%
Qwen3.5 397B95.8%86.7%
Qwen3.6-27B94.7%86.6%