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Papers Benchmarks Datasets Tasks

Text Classification research benchmarks – Page 11 · SOTA2 Research

Text Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

HumLLM D4 (test)

SURGELLM-IWN-RoBERTa

89.2Macro-F1

11

Jun 24, 2026

LLM-7 D3 (test)

SURGELLM-IWN-RoBERTa

97.9Macro F1

11

Jun 24, 2026

Medical Transcriptions (test)

35.3Precision

11

Jun 16, 2026

Trec Merge Imbalance pool split

93.1Balanced Acc (10% cost)

11

Jun 9, 2026

IMDB binary sentiment (five random splits)

0.3NLL

11

May 26, 2026

LLM w/o cascade

72Accuracy

11

May 19, 2026

78Performance Score

11

May 19, 2026

82.14Mean Accuracy

11

Apr 21, 2026

AG News Real-world Setting (test)

87.88Accuracy

11

Apr 9, 2026

0.003Total Score

11

Mar 12, 2026

-0.007Total Metric

11

Mar 12, 2026

Spanish Dataset

97.98Accuracy

11

Feb 26, 2026

English Dataset

Multi-lingual BERT

0.915Accuracy

11

Feb 26, 2026

Multi-lingual BERT

82.84Acc

11

Feb 26, 2026

97.53Accuracy

11

Feb 26, 2026

89.68Accuracy

11

Feb 26, 2026

AGNews (4 classes) symmetric noise, e=0.3 (test)

Negative Label Smoothing

87.26Accuracy

11

Feb 26, 2026

AGNews 4 classes symmetric noise e=0.2 (test)

Negative Label Smoothing

87.75Accuracy

11

Feb 26, 2026

AGNews 4 classes symmetric noise, e=0.1 (test)

Negative Label Smoothing

88Accuracy

11

Feb 26, 2026

AGNews 4 classes clean e=0 (test)

88.2Accuracy

11

Feb 26, 2026

TNEWS CLUE (test)

59.47Accuracy

11

Feb 26, 2026

Ohsumed small-scale (test)

73.97Accuracy

11

Feb 26, 2026

R52 small-scale (test)

96.57Accuracy

11

Feb 26, 2026

R8 small-scale (test)

98.45Accuracy

11

Feb 26, 2026

Yelp Polarity (test)

95.8Accuracy

11

Feb 26, 2026

Page 11 of 29

Popular datasets

AG News SST IMDB AGNews SST-2

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