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Text Classification research benchmarks – Page 9 · SOTA2 Research

Text Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

theta_B fine-tune

92.79Accuracy (%)

15

Feb 26, 2026

95.75Accuracy

15

Feb 26, 2026

95.3Clean Accuracy

15

Feb 26, 2026

95.5Accuracy (Clean)

15

Feb 26, 2026

AGNews, Yelp, Amazon, DBPedia, Yahoo (last epoch of last task)

77.2EM Score

15

Feb 26, 2026

93.1Accuracy

15

Feb 26, 2026

87.65Accuracy

15

Feb 26, 2026

79.28Accuracy

15

Feb 26, 2026

74.74Accuracy

15

Feb 26, 2026

87.75Accuracy

15

Feb 26, 2026

57.5Macro-F1

14

Jun 2, 2026

Text Classification Suite (AGNews, DBpedia, HateSpeech18, MR, SST-2, SST-5, Subj, TREC) (test)

87.84Accuracy on AGNews

14

May 21, 2026

IMDb Reviews (test)

87.1Accuracy

14

May 27, 2026

X-MuTeST with LLM

88.81Acc

14

Feb 26, 2026

92.8Accuracy (Clean)

14

Feb 26, 2026

SST2, SUBJ, MR, RTE, AgNews, CB, SST5 (test)

79.7SST2 Accuracy

14

Feb 26, 2026

Restaurant, AI, ACL, AGNews Continual Learning Sequence (test)

53.9Restaurant MF1

14

Feb 26, 2026

78.9Accuracy

14

May 14, 2026

Funnel-Transformer (B10-10-10H1024)

1.33Error Rate

14

Feb 26, 2026

DBpedia-14 Pathological partition, c=3 (test)

96.74Accuracy

13

May 12, 2026

DBpedia-14 Dirichlet partition, α=0.1 (test)

96.9Accuracy

13

May 12, 2026

93.6Accuracy

13

Feb 26, 2026

CivilComments-WILDS (test)

92.34Accuracy

13

Feb 26, 2026

AG News 100 labels

10.75Error Rate

13

Feb 26, 2026

7.08Error Rate

13

Feb 26, 2026

Page 9 of 29

Popular datasets

AG News SST IMDB AGNews SST-2

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