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Papers Benchmarks Datasets Tasks

Sentiment Analysis research benchmarks – Page 13 · SOTA2 Research

Sentiment Analysis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

93Accuracy

5

Mar 12, 2026

67Success Rate (SST-5)

5

Feb 26, 2026

97Success Rate

5

Feb 26, 2026

81.65Top-1 Accuracy

5

Feb 26, 2026

68.1ROC-AUC

5

Feb 26, 2026

KORANI Sentiment

55AIHub Emo Score

5

Feb 26, 2026

49.4Emotion Accuracy

5

Feb 26, 2026

Amazon Polarity

Full dataset tuning

0.958Accuracy

5

Feb 26, 2026

SST-2 GLUE (test)

92.7Accuracy

5

Feb 26, 2026

Amazon -> SST-2 (target set)

0.929Target F1

5

Feb 26, 2026

AMAZON-WILDS (val)

74.3Average Accuracy

5

Feb 26, 2026

ROBERTA2STATICpara

16.3Macro F1

5

Feb 26, 2026

Facebook Corpus Old leak

AlephBERT-small

93.15Token Accuracy

5

Feb 26, 2026

58Accuracy

5

Feb 26, 2026

93Accuracy

5

Feb 26, 2026

88Accuracy (Acc)

5

Feb 26, 2026

Yelp '15 (test)

67.6Accuracy

5

Feb 26, 2026

67.1Accuracy

5

Feb 26, 2026

ZORQ PDT (test)

94Accuracy

4

Jun 24, 2026

SST-5 (full data)

ChainzRule + BERT

55.79Accuracy

4

Jun 9, 2026

Cryptocurrency news articles (titles and brief descriptions) (test)

0.591Market Direction Score

4

May 29, 2026

Llama-3.2-1B-Instruct

100Accuracy (Clean, Eager)

4

May 21, 2026

SST Attacked (dev)

Sensible Universal Adversarial Triggers Defense

48.83Accuracy

4

May 19, 2026

SST Original (dev)

Sensible Universal Adversarial Triggers Defense

83.88Accuracy

4

May 19, 2026

Indonesian Spotify Reviews (Mixed (Cross-val for ML, Hold-out for DL))

83.14Accuracy

4

May 6, 2026

Page 13 of 18

Popular datasets

SST SST-2 IMDB Yelp SST2

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