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Text Classification research benchmarks – Page 28 · SOTA2 Research

Text Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

91.9Accuracy

3

Feb 26, 2026

94.78Accuracy

3

Feb 26, 2026

48.7Score

3

Feb 26, 2026

60.5Score

3

Feb 26, 2026

46.6Classification Score

3

Feb 26, 2026

AG's Corpus (test)

Supervised Naïve Bayes

0.898F1 Score

3

Feb 26, 2026

MR, CR, MPQA, SUBJ, TREC fine-tuning Noise Rate 40%

83.54MR Accuracy

3

Feb 26, 2026

MR, CR, MPQA, SUBJ, TREC fine-tuning Noise Rate 0%

84.2MR Accuracy

3

Feb 26, 2026

SST-2 Long-tailed Imbalance, with Label Noise (pool)

71.71Balanced Accuracy

2

Jun 9, 2026

SST-2 Long-tailed Imbalance (pool)

93.85Balanced Accuracy (10% cost)

2

Jun 9, 2026

Drugs.com Review (test)

0.057VecGen Time (s)

2

Jun 4, 2026

Enron-Spam (test)

0.055VecGen Time (s)

2

Jun 4, 2026

Banking77 (test)

70.23Macro F1

2

Jun 2, 2026

65.15MIPIC Score

2

Apr 28, 2026

1,052.38Training Time (s)

2

Apr 27, 2026

SMS Spam UCI (val)

Pioneer Agent (GLiNER2-base)

99.7F1 Score

2

Apr 14, 2026

86.31Accuracy

2

Mar 24, 2026

82.02Accuracy

2

Mar 9, 2026

MITRE ATT&CK cyber-intelligence data (test 20%)

Multiclass SGD Model

81.95Accuracy

2

Feb 26, 2026

MTEB Classification

76.49Bank Score

2

Feb 26, 2026

Alchemist with GPT-3.5

89.1Accuracy

2

Feb 26, 2026

49.51Macro F1

2

Feb 26, 2026

43.99Macro F1

2

Feb 26, 2026

StanceEval (test)

71.66Macro F1 Score

2

Feb 26, 2026

OffensEval (test)

80.96Macro-F1

2

Feb 26, 2026

Page 28 of 29

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