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Papers Benchmarks Datasets Tasks

Online Out-of-Distribution Detection research benchmarks · SOTA2 Research

Online Out-of-Distribution Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SingleOp Near-shift OOD

95.75Accuracy

3

Feb 26, 2026

SingleEq Near-shift OOD

93.15Accuracy

3

Feb 26, 2026

AddSub Near-shift OOD

Input Embedding

79.16Accuracy

3

Feb 26, 2026

SVAMP Near-shift OOD

94.88Accuracy

3

Feb 26, 2026

GSM8K Near-shift OOD

93.39Accuracy

3

Feb 26, 2026

Precalculus Far-shift OOD

99.28Accuracy

3

Feb 26, 2026

Num. Theory (Far-shift OOD)

92.08Accuracy

3

Feb 26, 2026

Cnt.&Prob (Far-shift OOD)

93.74Accuracy

3

Feb 26, 2026

Geometry Far-shift OOD

0.945Accuracy

3

Feb 26, 2026

Algebra Far-shift OOD

93.88Accuracy

3

Feb 26, 2026

Popular datasets

GSM8K SVAMP Geometry AddSub SingleEq

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