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Calibration Error Estimation research benchmarks · SOTA2 Research

Calibration Error Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic binary distribution predictor f (test)

0.016Mean Estimated Calibration Error

16

May 19, 2026

ImageNet N=20,000

9.08MAE CWCE (Equal Binning 15)

4

Jun 30, 2026

Amazon N=20,000

0.31MAE CWCE (Equal Binning 15)

4

Jun 30, 2026

CIFAR-100 N=20,000

0.36MAE CWCE (Equal Binning 15)

4

Jun 30, 2026

CIFAR-10 N=20,000

0.06MAE CWCE (Equal Binning 15)

4

Jun 30, 2026

Popular datasets

ImageNet Amazon CIFAR CIFAR-10 Synthetic binary distribution

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