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Text Classification research benchmarks – Page 13 · SOTA2 Research

Text Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

82.1Class: Disaster Score

10

Feb 27, 2026

2.09ECE

10

Feb 26, 2026

SuperGLUE (val)

89.2Average Validation Score

10

Feb 26, 2026

Information Detection (test)

86.9Accuracy

10

Feb 26, 2026

Wikipedia Detox Toxicity (test)

96.2Accuracy

10

Feb 26, 2026

Wikipedia Detox Personal Attack (test)

96Accuracy

10

Feb 26, 2026

Wikipedia Detox Aggression (test)

96.3Accuracy

10

Feb 26, 2026

MR small-scale (test)

86.5Accuracy

10

Feb 26, 2026

Reuters-21578 R (test)

90.69Accuracy

10

Feb 26, 2026

SST fine-grained

54.6Accuracy

10

Feb 26, 2026

SST-2 20%S (test)

97.03Accuracy

10

Feb 26, 2026

SST-5 20%S (test)

70.51Accuracy

10

Feb 26, 2026

Trec 20%S (test)

98.6Accuracy

10

Feb 26, 2026

96.16Perturbation S (20%)

10

Feb 26, 2026

82.86Accuracy (Acc)

9

Jun 26, 2026

Emotion multi-class (five random splits)

0.152NLL

9

May 26, 2026

AG News small (held-out)

Warm-start static

0.259Cost

9

May 8, 2026

G-Loss (RoBERTa-large)

95.88SST-2 Accuracy

9

Apr 29, 2026

85.32Accuracy (Books)

9

Apr 8, 2026

AG News Practical

96.07Mean Accuracy

9

Mar 13, 2026

86.7COLA

9

Feb 26, 2026

87.21Accuracy

9

Feb 26, 2026

77.77Recall

9

Feb 26, 2026

0.89Total Comm Time ($10^3$ s)

9

Feb 26, 2026

2.25Total Communication Time ($10^3$ s)

9

Feb 26, 2026

Page 13 of 29

Popular datasets

AG News SST IMDB AGNews SST-2

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