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Selective Classification research benchmarks – Page 2 · SOTA2 Research

Selective Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.333AURC

11

Feb 26, 2026

0.122AURC

11

Feb 26, 2026

ImageNet-Rendition

0.058AURC

11

Feb 26, 2026

14AURC

11

Feb 26, 2026

Tiny-ImageNet (test)

76.64AUCOC

11

Feb 26, 2026

0.953AU-ARC

10

Feb 26, 2026

hybrid approach

94.35AU-ARC

10

Feb 26, 2026

Hybrid approach

94.87AU-ARC

10

Feb 26, 2026

Held-out (test)

100Coverage

5

May 26, 2026

Hybrid (u_e + ε_loc)

0.983AU-ARC

5

Feb 26, 2026

0.516AU-ARC

5

Feb 26, 2026

83.8AU-ARC

5

Feb 26, 2026

Hybrid (u_e + ε_glob)

99.77AU-ARC

5

Feb 26, 2026

Australian Credit

91.39AU-ARC

5

Feb 26, 2026

91.58AU-ARC

5

Feb 26, 2026

CIFAR-10 Clean original (test)

6.02AURC

4

Jul 7, 2026

ImageNet-100 (test)

20.19Selective Classification Error

4

Feb 26, 2026

CIFAR-10 Clean AA Average aggregated (test)

11.93AURC (Avg)

2

Jul 7, 2026

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ImageNet Amazon Reviews CIFAR-10 AVG Solar Flare

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