Beyond ECE: Calibrated Size Ratio, Risk Assessment, and Confidence-Weighted Metrics
arXiv:2605.01796v2 Announce Type: replace
Abstract: Confidence calibration has been dominated by the Expected Calibration Error (ECE), a linear metric that counts calibration offset equally regardless of the confidence level at which it occurs. We sho…