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Papers Benchmarks Datasets Tasks

Sentiment Analysis research benchmarks – Page 14 · SOTA2 Research

Sentiment Analysis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

English Sentiment Analysis en, 3-way (test)

45.09Accuracy

4

Apr 28, 2026

English Sentiment Analysis en, 3-way (dev)

44.04Accuracy

4

Apr 28, 2026

Hindi Sentiment Analysis hi (test)

65.48Accuracy

4

Apr 28, 2026

Hindi Sentiment Analysis hi (dev)

65.81Accuracy

4

Apr 28, 2026

English Sentiment Analysis en, binary - Arabic context (test)

89.73Accuracy

4

Apr 28, 2026

Arabic Sentiment Analysis ar (test)

89.09Accuracy

4

Apr 28, 2026

Arabic Sentiment Analysis ar (dev)

93.95Accuracy

4

Apr 28, 2026

English Sentiment Analysis en, binary (test)

91.05Accuracy

4

Apr 28, 2026

Korean Sentiment Analysis ko (test)

85.23Accuracy

4

Apr 28, 2026

Korean Sentiment Analysis ko (dev)

84.47Accuracy

4

Apr 28, 2026

IndoNLU SmSA (test)

IndoBERT-Sentiment

88.1Accuracy

4

Apr 10, 2026

Sentiment Analysis (test)

Template Attack

0.953ASR

4

Feb 26, 2026

84.48F1 Score

4

Feb 26, 2026

yelp Wrench (test)

Labeled Selection

82Accuracy

4

Feb 26, 2026

Dynasent Round 1

79.91Macro F1

4

Feb 26, 2026

75.07Score

4

Feb 26, 2026

98.8Precision

4

Feb 26, 2026

SST-2 Style attack

91.1Precision

4

Feb 26, 2026

Twitter Sentiment

87.07Accuracy

4

Feb 26, 2026

Amazon Reviews Multi

0.865Accuracy

4

Feb 26, 2026

0.092ASR

4

Feb 26, 2026

100ASR

4

Feb 26, 2026

87.5Accuracy

4

Feb 26, 2026

84.63Accuracy

4

Feb 26, 2026

85.34Accuracy

4

Feb 26, 2026

Page 14 of 18

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