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Expected Calibration Error research benchmarks · SOTA2 Research

Expected Calibration Error

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PPT (Distribution)

8ECE (15-bin)

11

Jun 11, 2026

PPT (Distribution)

5ECE (15-bin)

11

Jun 11, 2026

PPT (Distribution)

1.5ECE (15-bin)

11

Jun 11, 2026

8.58Expected Calibration Error

10

Feb 26, 2026

9.42ECE

10

Feb 26, 2026

34.01Expected Calibration Error

10

Feb 26, 2026

23.28ECE

10

Feb 26, 2026

17.43ECE

10

Feb 26, 2026

22.11ECE

10

Feb 26, 2026

48.08ECE

10

Feb 26, 2026

19.85ECE

10

Feb 26, 2026

PPT (Distribution)

2ECE (15-bin)

9

Jun 11, 2026

PPT (Distribution)

0.025ECE (15-bin)

9

Jun 11, 2026

SIVAL-MIPL r=3 (test)

45.47Reduction in Error

6

Feb 26, 2026

Birdsong-MIPL r=3 (test)

52.68Reduction in Error

6

Feb 26, 2026

FMNIST-MIPL r=3 (test)

19.76Reduction in Error

6

Feb 26, 2026

MNIST-MIPL r=3 (test)

43.18Error Reduction

6

Feb 26, 2026

SIVAL-MIPL r=2 (test)

47.71Reduction in Error

6

Feb 26, 2026

Birdsong-MIPL r=2 (test)

54.49Reduction in Error

6

Feb 26, 2026

FMNIST-MIPL r=2 (test)

42.51Reduction in Error

6

Feb 26, 2026

MNIST-MIPL r=2 (test)

58.76Error Reduction

6

Feb 26, 2026

SIVAL-MIPL r=1 (test)

49.52Reduction in Error

6

Feb 26, 2026

Birdsong-MIPL r=1 (test)

56.36Reduction in Error

6

Feb 26, 2026

FMNIST-MIPL r=1 (test)

48.2Reduction in Error

6

Feb 26, 2026

MNIST-MIPL r=1 (test)

58.32Error Reduction

6

Feb 26, 2026

Popular datasets

Birdsong-MIPL SIVAL-MIPL MNIST fMNIST WinoGrande

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