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Text Classification research benchmarks – Page 20 · SOTA2 Research

Text Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Toxicity Nooverlap BERT-small

0.003AUC-DEL Plus

7

Feb 26, 2026

Toxicity Kaggle targeted 2018 RoBERTa (test)

0.001AUC-DEL+

7

Feb 26, 2026

Toxicity BERT-small targeted Kaggle 2018 (test)

0.016AUC-DEL+

7

Feb 26, 2026

20Newsgroups (test)

Supervised Naïve Bayes

85F1 Score

7

Feb 26, 2026

40.58Parameters (M)

7

Feb 26, 2026

45.15Params (M)

7

Feb 26, 2026

9.14Params (M)

7

Feb 26, 2026

4.71Params (M)

7

Feb 26, 2026

37.52Params (M)

7

Feb 26, 2026

690.72Parameters (M)

7

Feb 26, 2026

2.46Params (M)

7

Feb 26, 2026

76.3AMAZON Score

7

Feb 26, 2026

IMDB full dataset (25k labeled) (test)

In-domain Pretraining + Pseudo-label

0.966Accuracy

7

Feb 26, 2026

Funnel-Transformer (B10-10-10H1024)

31.64Error Rate

7

Feb 26, 2026

Funnel-Transformer (B10-10-10H1024)

0.021Error Rate

7

Feb 26, 2026

27.05Error Rate

7

Feb 26, 2026

Funnel-Transformer (B10-10-10H1024)

60Error Rate

7

Feb 26, 2026

80.2Precision@1

7

Feb 26, 2026

93.2Accuracy

6

Jul 7, 2026

96.4Accuracy

6

Jul 7, 2026

94ARI

6

Jun 16, 2026

Jigsaw Toxic Comment Classification Unbiased Dataset synthetic (test)

62.52Accuracy

6

Jun 12, 2026

Jigsaw Toxic Comment Classification General Dataset 2017 (test)

83.93Accuracy

6

Jun 12, 2026

91.8Accuracy

6

Jun 9, 2026

89.5Accuracy

6

Jun 9, 2026

Page 20 of 29

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