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Papers Benchmarks Datasets Tasks

Sentiment Analysis research benchmarks – Page 7 · SOTA2 Research

Sentiment Analysis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

77.58Accuracy

12

Feb 26, 2026

Amazon Appliances streaming user reviews

0.35MSE

12

Feb 26, 2026

Amazon Magazine_Subscriptions streaming user reviews

0.421MSE

12

Feb 26, 2026

SST-2 D1 (test)

SURGELLM-G-RoBERTa

93.7Macro F1

11

Jun 24, 2026

Mistral-7B-Instruct-v0.3

57Accuracy

11

Feb 26, 2026

Mistral-7B-Instruct-v0.3

79Accuracy

11

Feb 26, 2026

HanDeSeT (test)

74Accuracy

11

Feb 26, 2026

ParlVote (test)

80Accuracy

11

Feb 26, 2026

Amazon reviews (test)

98Accuracy

11

Jun 15, 2026

SST-2 original (test)

95.9Accuracy

11

Feb 26, 2026

89.6Avg Accuracy

11

Feb 26, 2026

89.36Spearman Correlation

11

Feb 26, 2026

93.3Accuracy

11

May 7, 2026

99.4Accuracy

10

Jun 4, 2026

50.4Accuracy (SST-5 Near OOD)

10

Jun 4, 2026

Sentiment Analysis (SA) suite dynasent, semeval, sst

68.67Dynasent Accuracy

10

Jun 2, 2026

96.67Top-1 Accuracy

10

Jun 8, 2026

91.63Dis. Score

10

Mar 23, 2026

83.27Accuracy @ Epoch 1

10

Mar 4, 2026

83.11Delta ASR

10

Feb 27, 2026

95.5Accuracy

10

Feb 26, 2026

92.98Accuracy (20%S)

10

Feb 26, 2026

IndicSentiment IndicXTREME (test)

92.82F1 Score

10

Feb 26, 2026

Chinese MentalBERT

89.7F1 Score

10

Feb 26, 2026

ESWECT epidemic

Chinese MentalBERT

67.77F1 Score

10

Feb 26, 2026

Page 7 of 18

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