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Papers Benchmarks Datasets Tasks

Sentiment Analysis research benchmarks – Page 3 · SOTA2 Research

Sentiment Analysis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

52.5Positive Rate

24

Mar 16, 2026

MultiMM CN (test)

70.51F1 Score

24

Feb 26, 2026

MultiMM EN (test)

75.69F1 Score

24

Feb 26, 2026

86.7Avg Accuracy

24

Feb 26, 2026

IMDB Counterfactual (test)

98Accuracy

24

Feb 26, 2026

Amazon Reviews (test)

91.74Average Accuracy

24

Feb 26, 2026

76.65Spearman's rho (x100)

23

Feb 26, 2026

93.32Spearman Rho (x100)

23

Feb 26, 2026

0.888Spearman's rho

23

Feb 26, 2026

Variational Credal

82.3Accuracy

21

Apr 28, 2026

89.8F1-weighted

21

Feb 26, 2026

96.5F1 Score (Weighted)

21

Feb 26, 2026

98Accuracy

21

Mar 16, 2026

84.46Accuracy

20

Jun 4, 2026

prob-weighted EV (M2)

0.915Spearman's Rho

20

May 18, 2026

96.7CACC

20

Apr 14, 2026

94.04Accuracy

20

Feb 26, 2026

Unsupervised + Supervised Majority Voting (J-48, SVM, NB)

80.59Accuracy

20

Feb 26, 2026

69Accuracy

18

Feb 26, 2026

68.65Accuracy

18

Feb 26, 2026

68.01Accuracy

18

Feb 26, 2026

67.83Accuracy

18

Feb 26, 2026

86.6Accuracy

17

Jun 18, 2026

Amazon syntactically perturbed

72.38Accuracy

17

Apr 2, 2026

94.41Accuracy

17

Apr 2, 2026

Page 3 of 18

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