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Out-of-Distribution Detection research benchmarks – Page 33 · SOTA2 Research

Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

gnoise severity-4

231.3MMD^2

1

Jun 23, 2026

Epistemic Uncertainty

53.8AUROC

1

Jun 23, 2026

Degradation Manifold

92.12AUROC (L1)

1

Feb 26, 2026

Degradation Manifold

82.83AUROC (Level 1)

1

Feb 26, 2026

Degradation Manifold

94.65AUROC (Level 1)

1

Feb 26, 2026

Degradation Manifold

94.19AUROC (Level 1)

1

Feb 26, 2026

Degradation Manifold

83.66AUROC (Level 1)

1

Feb 26, 2026

WMT French source 2017 newstest14 (test)

25EoE

1

Feb 26, 2026

LibriSpeech clean (test)

67.8EoE

1

Feb 26, 2026

TIMIT (In) Combined Distortions (Out) (test)

Softmax Baseline

97AUROC

1

Feb 26, 2026

TIMIT (In) THCHS-30 (Out) (test)

Softmax Baseline

85AUROC

1

Feb 26, 2026

TIMIT In train Out (test)

Softmax Baseline

1AUROC

1

Feb 26, 2026

TIMIT (In) / TIMIT+Subway (Out) (test)

Softmax Baseline

100AUROC

1

Feb 26, 2026

TIMIT In Street Out (test)

Softmax Baseline

100AUROC

1

Feb 26, 2026

TIMIT In Restaurant Out (test)

Softmax Baseline

98AUROC

1

Feb 26, 2026

TIMIT In Exhibition Out (test)

Softmax Baseline

1AUROC

1

Feb 26, 2026

TIMIT (In) TIMIT+Car (Out) (test)

Softmax Baseline

98AUROC

1

Feb 26, 2026

TIMIT In Babble Out (test)

Softmax Baseline

1AUROC

1

Feb 26, 2026

TIMIT In TIMIT+Airport Out (test)

Softmax Baseline

99AUROC

1

Feb 26, 2026

Softmax Baseline

95AUROC

1

Feb 26, 2026

Reuters6 Reuters2

Softmax Baseline

92AUROC

1

Feb 26, 2026

Newsgroups 15 5

Softmax Baseline

75AUROC

1

Feb 26, 2026

Softmax Baseline

90AUROC

1

Feb 26, 2026

Softmax Baseline

91AUROC

1

Feb 26, 2026

Softmax Baseline

96AUROC

1

Feb 26, 2026

Page 33 of 34

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