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Text Classification research benchmarks – Page 22 · SOTA2 Research

Text Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

THUC news setting (3)

79.7Test Accuracy

6

Feb 26, 2026

THUC news setting (2)

83.9Test Accuracy

6

Feb 26, 2026

THUC news setting (1)

83.2Accuracy

6

Feb 26, 2026

27Communication Rounds

6

Feb 26, 2026

EmotionEval (test)

79.63Macro F1

6

Feb 26, 2026

SST2, SUBJ, MPQA, AGNews, CB, CR, DBPedia, MR, RTE, TREC (Average) (test)

87Accuracy

6

Feb 26, 2026

AG News 1000 examples (test)

93.7Accuracy (Original)

6

Feb 26, 2026

AG News 200 labels

SoftMatch/FreeMatch + SemiReward

10.02Top-1 Error Rate

6

Feb 26, 2026

PubMed 9,419 class subset

1.426Mean Squared Distance

6

Feb 26, 2026

92.1Clean Accuracy

6

Feb 26, 2026

SST-2 → IMDB (test)

92.72ASR

6

Feb 26, 2026

IMDB → SST-2 (test)

100ASR

6

Feb 26, 2026

94.7Accuracy

6

Feb 26, 2026

DBpedia 140 examples (test)

BERT_LARGE + UDA

1.09Error Rate

6

Feb 26, 2026

FE-MLM + Subword

82.4F1 Score

6

Feb 26, 2026

78.06F1 Score

6

Feb 26, 2026

Amazon-2 (test)

0.021Error Rate

6

Feb 26, 2026

94.1Accuracy

6

Feb 26, 2026

DBpedia (train)

1Training Time per Epoch (h)

6

Feb 26, 2026

1Training Time (h)

6

Feb 26, 2026

Token-Opt Trans.

54.14Accuracy (bo)

6

Feb 26, 2026

Text Classification Large Vocabulary

HashFree FastText

86.3Cls. Score

5

Jul 7, 2026

LRA-Text byte-IMDB (val)

82.8Accuracy

5

Jun 16, 2026

89.42Accuracy

5

Jun 8, 2026

MIMIC Readmission

eXTC (I+II+III)

65.2F1 Score

5

May 29, 2026

Page 22 of 29

Popular datasets

AG News SST IMDB AGNews SST-2

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