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Text Classification research benchmarks – Page 18 · SOTA2 Research

Text Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Elec 25k (test)

DistilBERT Supervised

92.63Accuracy

8

Feb 26, 2026

Rotten Tomato 8.3k (test)

DistilBERT Supervised

83.67Accuracy

8

Feb 26, 2026

SST-2 6.7k (test)

DistilBERT Supervised

89.68Accuracy

8

Feb 26, 2026

IMDb 25k (test)

DistilBERT Supervised

87.24Accuracy

8

Feb 26, 2026

68.4Accuracy

8

Feb 26, 2026

Amazon-5 2.5k examples (test)

BERT_FINETUNE + UDA

37.12Error Rate

8

Feb 26, 2026

Amazon-2 20 examples (test)

BERT_FINETUNE + UDA

3.5Error Rate

8

Feb 26, 2026

Yelp-5 2.5k examples (test)

BERT_FINETUNE + UDA

32.08Error Rate

8

Feb 26, 2026

Yelp-2 20 examples (test)

BERT_FINETUNE + UDA

2.05Error Rate

8

Feb 26, 2026

IMDb 20 examples (test)

BERT_FINETUNE + UDA

4.2Error Rate

8

Feb 26, 2026

Sogou News (test)

1.93Error Rate

8

Feb 26, 2026

97.05Precision@1

8

Feb 26, 2026

AlleNoise 15.00% noise (test)

76.28Accuracy

8

Feb 26, 2026

Yorùbá 33.28% noise (test)

78.56Accuracy

8

Feb 26, 2026

Hausa 50.37% noise (test)

60.12Accuracy

8

Feb 26, 2026

SST-2 40%I (test)

95Accuracy

8

Feb 26, 2026

SST-2 20%I (test)

96.08Accuracy

8

Feb 26, 2026

SST-2 40%A (test)

95.18Accuracy

8

Feb 26, 2026

SST-2 20%A (test)

0.963Accuracy

8

Feb 26, 2026

SST-2 40%S (test)

95.75Accuracy

8

Feb 26, 2026

SST-5 40%I (test)

55.02Accuracy

8

Feb 26, 2026

SST-5 20%I (test)

57.02Accuracy

8

Feb 26, 2026

SST-5 40%A (test)

55.39Accuracy

8

Feb 26, 2026

SST-5 20%A (test)

57.57Accuracy

8

Feb 26, 2026

SST-5 40%S (test)

55.62Accuracy

8

Feb 26, 2026

Page 18 of 29

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AG News SST IMDB AGNews SST-2

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