benchgap
Calibration

RealWorldQA → SimpleVQA

SimpleVQA is estimated from RealWorldQA with a Hill curve fitted on 5 models measured on both: y = 0.0000 + (1.2000 − 0.0000)·x^6.00 / (0.82705^6.00 + x^6.00), R² = 0.78, cross-validated error 9.5 pp. It is used for 4 estimates.

Estimated modelRealWorldQASimpleVQASource
LFM2.5-VL-450M58.4%13.3%estimated ± 9.5 pp, low confidence
North Micro Vision Instruct62.2%18.4%estimated ± 9.5 pp, low confidence
Ternary Bonsai 2 27B80.1%54.3%estimated ± 9.5 pp, low confidence
ZAYA1-VL-8B65.0%22.9%estimated ± 9.5 pp, low confidence