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Papers Benchmarks Datasets Tasks

Text Classification research benchmarks – Page 12 · SOTA2 Research

Text Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MPQA Opinion Polarity (test)

Zhao et al. (2015)

93.3Accuracy

11

Feb 26, 2026

BCN with SuBiLSTM-Tied

96.2Accuracy

11

Feb 26, 2026

89.7Accuracy

10

Jul 8, 2026

Dengue-Filipino

98.1Accuracy

10

Jul 8, 2026

90.5Accuracy

10

Jul 8, 2026

Kinyarwanda-News

84.2Accuracy

10

Jul 8, 2026

AG News In-Domain

84.4Accuracy

10

Jun 4, 2026

95.06SST-2 Accuracy

10

Jun 1, 2026

SIB-200 umb (test)

63.3Weighted F1 (SIB-200 umb test)

10

May 8, 2026

SIB-200 lua (test)

73.5Weighted F1

10

May 8, 2026

SIB-200 kon (test)

82.4Weighted F1

10

May 8, 2026

SIB-200 kmb (test)

64.7Weighted F1

10

May 8, 2026

SIB-200 cjk (test)

58.4Weighted F1

10

May 8, 2026

WikiLeaks US Diplomacy

93.65Macro F1

10

Apr 13, 2026

CrossFit cls-45 (test)

75.2Accuracy

10

Apr 3, 2026

0.4Hallucinated Rate

10

Mar 18, 2026

Pregnancy Outcomes Twitter Dataset (test)

Bert Base Uncased

95Precision

10

Feb 26, 2026

Tweet Offensive

BERT base + PiFi

86.03Accuracy

10

Feb 26, 2026

DeBERTa-V3 base + PiFi

95.01Accuracy

10

Feb 26, 2026

64.6Macro-F1

10

Feb 26, 2026

93.3Macro-F1

10

Feb 26, 2026

Non-Class -> Class

55.81Accuracy

10

Feb 26, 2026

0.55Accuracy

10

Feb 26, 2026

93.42Accuracy

10

Feb 26, 2026

SST2, FPB, COLA, DBpedia, EmoC, EmoS, ETHOS-SO, ETHOS-R

Demonstration Selection Algorithm

88.8SST2 Accuracy

10

Feb 26, 2026

Page 12 of 29

Popular datasets

AG News SST IMDB AGNews SST-2

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