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Text Classification research benchmarks – Page 3 · SOTA2 Research

Text Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

52.4Accuracy

45

Feb 26, 2026

TweetEVAL (test)

84.17Accuracy (A)

44

May 19, 2026

AG NEWS RoBERTa-large (test)

95.6CACC

44

Apr 14, 2026

LS-unLLaMA-2-7B

95.68Accuracy

43

Mar 5, 2026

89.13Top-1 Acc

41

Feb 26, 2026

88.64Accuracy

40

Jun 4, 2026

0.006Test Error Rate

40

Jun 2, 2026

96.15Classification Accuracy (CA)

39

May 13, 2026

Mistral-7B-Instruct-v0.2

84.6F1 Score

39

Feb 26, 2026

86F1 Score

39

Feb 26, 2026

84.6Task Accuracy

39

Apr 21, 2026

93.6Accuracy

38

May 21, 2026

93.29Accuracy

38

Jun 11, 2026

FC-Encoder (GCN)

79.9Accuracy

38

Mar 25, 2026

Civil Comments (test)

89.67Accuracy

37

May 12, 2026

SMS Spam Collection (5-fold cross-validation)

98.7Accuracy

36

Feb 26, 2026

Yelp (5-fold cross-validation)

71.7Accuracy

36

Feb 26, 2026

Drug Review Norgestimate (5-fold cross-validation)

64.6Accuracy

36

Feb 26, 2026

Drug Review Norethindrone (5-fold cross-validation)

60Accuracy

36

Feb 26, 2026

Newsgroup Religion (5-fold cross-validation)

55.7Accuracy

36

Feb 26, 2026

Newsgroup Science (5-fold cross-validation)

0.86Accuracy

36

Feb 26, 2026

0.808ASR (%)

36

Feb 26, 2026

55.7Harmful Score

35

Feb 26, 2026

movie review dataset (test)

93.07Accuracy

35

Mar 5, 2026

92.9Accuracy

34

Jun 4, 2026

Page 3 of 29

Popular datasets

AG News SST IMDB AGNews SST-2

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