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Text Classification research benchmarks – Page 26 · SOTA2 Research

Text Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Emotion Plain-text OOD

80.66Accuracy

4

Feb 27, 2026

91Clean Accuracy

4

Feb 26, 2026

Zennit (Attn-LRP)

3.73ABPC

4

Feb 26, 2026

agnews Wrench (test)

78Accuracy

4

Feb 26, 2026

Hate Speech Plain-text OOD (test)

22.2Accuracy

4

Feb 27, 2026

92.95Accuracy

4

Feb 26, 2026

81.84Macro F1

4

Feb 26, 2026

HyperPartisan (test)

95.18Macro F1

4

Feb 26, 2026

ChemProt (test)

84.49Micro F1

4

Feb 26, 2026

82.76Accuracy

4

Feb 26, 2026

90Accuracy

4

Feb 26, 2026

Hyperpartisan (val)

87.8Precision (%)

4

Feb 26, 2026

MTC Finance-domain (test)

56.58Micro F1 Score

4

Feb 26, 2026

OIR Finance-domain (test)

68.77Micro F1

4

Feb 26, 2026

SciCite Science-domain (test)

86.32Micro-average F1

4

Feb 26, 2026

ACL-ARC Science-domain (test)

76.5Micro F1

4

Feb 26, 2026

Civil Comments (OOD)

69.7Worst-Group Accuracy

4

Feb 26, 2026

97.6Accuracy

4

Feb 26, 2026

Star-Transformer

86.98Average Accuracy

4

Feb 26, 2026

70.5Accuracy

4

Feb 26, 2026

Average CR, MR, MPQA, SUBJ, TREC, SST-5

BERT2STATICpara

68.1Macro F1 Score

4

Feb 26, 2026

94.2F1 Score

4

Feb 26, 2026

88.4F1 Score

4

Feb 26, 2026

94F1 Score

4

Feb 26, 2026

86.3F1 Score

4

Feb 26, 2026

Page 26 of 29

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AG News SST IMDB AGNews SST-2

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