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Papers Benchmarks Datasets Tasks

Sentiment Analysis research benchmarks – Page 2 · SOTA2 Research

Sentiment Analysis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

70.9Accuracy

42

Jun 2, 2026

96.8Accuracy

41

Feb 26, 2026

95.81Accuracy

40

Feb 26, 2026

Financial Phrasebank

86.72Accuracy

37

Feb 26, 2026

94.33Clean Accuracy (%)

37

Feb 26, 2026

95.6Accuracy

34

May 7, 2026

96.71Accuracy

33

Feb 26, 2026

ChnSentiCorp (test)

95.9Accuracy

33

Feb 26, 2026

ChnSentiCorp (dev)

96.1Accuracy

33

Feb 26, 2026

Yelp '13 (test)

68.3Accuracy

33

Feb 26, 2026

SloESG-News 1.0 (test)

tabpfn_bge-m3_svd

68.79Accuracy

32

Apr 10, 2026

96.9Accuracy

31

Feb 26, 2026

Rotten Tomatoes (RT)

93.42Macro-F1

30

Mar 5, 2026

95.27Macro-F1

30

Mar 5, 2026

45.92Macro-F1

30

Mar 5, 2026

93.44Accuracy

30

Mar 5, 2026

96ACC

30

Feb 26, 2026

66.9RAC

29

Feb 26, 2026

84.8Accuracy

29

Feb 26, 2026

79.49False Acceptance Rate (FA)

28

Apr 15, 2026

95.4FA Score

27

Mar 4, 2026

94Accuracy

26

Jun 4, 2026

CH-SIMS v2 (test)

86.3Binary Accuracy

25

May 20, 2026

Latent Concept Learning

53.8Accuracy

25

Feb 26, 2026

91.48Accuracy

25

Feb 27, 2026

Page 2 of 18

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