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Error detection research benchmarks · SOTA2 Research

Error detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

81AUROC

57

Apr 23, 2026

98.1AuROC

48

Apr 28, 2026

99.38AuROC

46

Apr 28, 2026

Average All shifts (test)

90.99AUC

40

Feb 26, 2026

Corruptions (test)

99.1AUC

40

Feb 26, 2026

Adversarial Attacks (test)

89.52AUC

40

Feb 26, 2026

In-distribution (test)

0.892AUC

40

Feb 26, 2026

1Precision

36

Feb 26, 2026

100Precision

36

Feb 26, 2026

100Precision

36

Feb 26, 2026

97Precision

36

Feb 26, 2026

CRAG multi-hop subset (train)

92Precision

36

Feb 26, 2026

100Precision

36

Feb 26, 2026

0.93F1 Score

36

Feb 26, 2026

88F1 Score

36

Feb 26, 2026

95F1 Score

36

Feb 26, 2026

91F1 Score

36

Feb 26, 2026

0.94F1 Score

36

Feb 26, 2026

47FDR

36

May 26, 2026

99.92AuROC

29

Mar 18, 2026

Unanswerability hallucination detection benchmarks (Average)

75.1AUC

28

Jul 1, 2026

9.1Robo-VQA-E Score

20

Feb 26, 2026

Perturbation Benchmark 24-paper frontier

0.716Recall

17

Jun 19, 2026

74.1F0.5 Score

16

Feb 26, 2026

KITTI DK:test^noise noise-induced (test)

96Recall

15

May 1, 2026

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