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Text Classification research benchmarks – Page 10 · SOTA2 Research

Text Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

7.32Error Rate

13

Feb 26, 2026

Zero-shot Entailment

57.28Micro F1

13

Feb 26, 2026

Lbl2TransformerVec

55.84Micro F1

13

Feb 26, 2026

65.71Micro F1

13

Feb 26, 2026

UTCD Average (test)

88.4Accuracy

13

Feb 26, 2026

NKI Evaluation Suite SST-2, SST-5, CoLA, TREC, CR, MR, MPQA, Subj (test)

95.7SST-2 Accuracy

13

Feb 26, 2026

AG's News (test)

Soft Prompt Tuning

82.6A-rate

13

Feb 26, 2026

ISS(Large-scale)

72.27F1 Score

13

Feb 26, 2026

72.95Accuracy

13

Feb 26, 2026

89.8F1

13

Feb 26, 2026

98.5F1 Score

13

Feb 26, 2026

94.82Accuracy

12

Jun 19, 2026

85Accuracy

12

May 29, 2026

MTEB classification (test)

67Emotion Score

12

May 25, 2026

0.909Accuracy

12

Apr 29, 2026

0.02NLL

12

Feb 26, 2026

Lbl2TransformerVec

83.79Micro F1

12

Feb 26, 2026

Contrastive Bootstrapping

92.64Micro F1

12

Feb 26, 2026

UTCD in-domain 1.0 (test)

63Go Emotions

12

Feb 26, 2026

9 classification datasets Aggregate (test val)

52.7LM Avg. Accuracy

12

Feb 26, 2026

98.45Accuracy

12

Feb 26, 2026

WOS-46985 W.3 (test)

82.42Accuracy

12

Feb 26, 2026

WOS-11967 W.2 (test)

91.59Accuracy

12

Feb 26, 2026

WOS-5736 W.1 (test)

93.57Accuracy

12

Feb 26, 2026

20 Newsgroups by-date (test)

87.3Accuracy

12

Feb 26, 2026

Page 10 of 29

Popular datasets

AG News SST IMDB AGNews SST-2

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