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Hierarchical classification research benchmarks – Page 2 · SOTA2 Research

Hierarchical classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

100Coverage

7

Apr 13, 2026

100Coverage

7

Apr 13, 2026

100Coverage (COV)

7

Apr 13, 2026

100Coverage

7

Apr 13, 2026

FGVC-Aircraft (test)

0.818Accuracy

7

Feb 26, 2026

Cifar100 novel split

PromptSRC (Vanilla)

80.28LA Score

6

May 29, 2026

PromptSRC + Alignment across Trees

72.04Leaf Accuracy

6

May 29, 2026

3.815TIE

6

Mar 4, 2026

Amazon Beauty Tree Depth = 3, 4, 5 (test)

BART-MNLI + T0pp

43.98Accuracy

6

Feb 26, 2026

Amazon Beauty Tree Depth = 2 (test)

BART-MNLI + T0pp (Primed+)

64.25Accuracy

6

Feb 26, 2026

Web of Sciences (WOS) Tree Depth = 2 (test)

BART-MNLI + T0pp (Primed+)

61.78Accuracy

6

Feb 26, 2026

CrypticBio (test)

Level-Restricted Contrastive Learning

97.98Accuracy (Order)

5

Jun 23, 2026

45.4Micro-F1

5

Feb 26, 2026

26.5Micro F1

5

Feb 26, 2026

iNaturalist (test)

83.81Accuracy

3

May 21, 2026

Amazon MM (test)

78.55Accuracy

3

May 21, 2026

US Bills (held-out set)

0.51NMI

3

Feb 26, 2026

Wikipedia (held-out set)

0.72NMI

3

Feb 26, 2026

Page 2 of 2

Popular datasets

SUN FathomNet Amazon CIFAR iNaturalist

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