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Uncertainty Estimation research benchmarks – Page 5 · SOTA2 Research

Uncertainty Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.722Verb-U

2

Jul 1, 2026

0.521Verb-U

2

Jul 1, 2026

23 OOD datasets

10.2Mean AURC

2

May 12, 2026

ImageNet-C Dynamic Stream

6.3ECE

2

Feb 26, 2026

CIFAR100-C Dynamic Stream

3.8ECE

2

Feb 26, 2026

CIFAR10-C Dynamic Stream

5.9ECE

2

Feb 26, 2026

ImageNet-C Benign Stream

10ECE

2

Feb 26, 2026

Solar Small (test)

—

—Primary metric

0

Feb 26, 2026

Page 5 of 5

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