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Confidence Estimation research benchmarks – Page 3 · SOTA2 Research

Confidence Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.69AUROC

3

Feb 26, 2026

Global-MMLU Japanese

0.72AUROC

2

Jun 1, 2026

Global-MMLU Russian

73AUROC

2

Jun 1, 2026

Global-MMLU Polish

77AUROC

2

Jun 1, 2026

Global-MMLU Spanish

78AUROC

2

Jun 1, 2026

Global-MMLU English

0.75AUROC

2

Jun 1, 2026

Global-MMLU French

0.76AUROC

2

Jun 1, 2026

Global-MMLU all languages average

0.5AUROC

2

Jun 1, 2026

77AUROC

2

Jun 1, 2026

0.78AUROC

2

Jun 1, 2026

0.74AUROC

2

Jun 1, 2026

77AUROC

2

Jun 1, 2026

76AUROC

2

Jun 1, 2026

0.82AUROC

2

Jun 1, 2026

MKQA all languages average

0.5AUROC

2

Jun 1, 2026

Page 3 of 3

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MKQA Global MMLU VECBench MMLU CIFAR

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