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Papers Benchmarks Datasets Tasks

Sentiment Analysis research benchmarks – Page 12 · SOTA2 Research

Sentiment Analysis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Yorùbá Movie Sentiment (test)

92.6F1 Score

6

Apr 8, 2026

Yorùbá Twitter Sentiment (test)

AfroXLMR-large-76L

75.1F1 Score

6

Apr 8, 2026

50.42Accuracy (%)

6

Feb 26, 2026

Sentiment Analysis Data Stream imdb, eng, zho, ara, spa, jpn, rus (test)

89.95IMDB Acc

6

Feb 26, 2026

MultilingualSentiment (test)

79.1F1 (EN)

6

Feb 26, 2026

Yelp Dir alpha = 0.1 Standard

97.81Personalized Accuracy (Acc_p)

6

Feb 26, 2026

SST2 Dir alpha=0.1 Standard

95.9Personalized Accuracy (Acc_p)

6

Feb 26, 2026

UIT-VIFSD (test)

83.13F1 Score

6

Feb 26, 2026

54.7Accuracy

6

Feb 26, 2026

1.3Clean Accuracy Change

6

Feb 26, 2026

-0.4Clean Accuracy Delta

6

Feb 26, 2026

90.58Accuracy

6

Feb 26, 2026

MR adversarial (test)

82.1Accuracy

6

Feb 26, 2026

IMDB adversarial (test)

95.9Accuracy

6

Feb 26, 2026

Yelp Fine-grained (test)

66.46Accuracy

6

Feb 26, 2026

Yelp Binary (test)

96.71Accuracy

6

Feb 26, 2026

95.53Accuracy

5

Jun 8, 2026

89.4Accuracy (Clean)

5

Apr 28, 2026

Yelp-Syn Shortcut Shift (test)

0.264MSTPS

5

Apr 15, 2026

Yelp-ST Shortcut Shift (test)

0.393MSTPS

5

Apr 15, 2026

53Accuracy

5

Apr 15, 2026

48.8Accuracy

5

Apr 15, 2026

Sentiment Analysis w/o RLF sentences

86.2Accuracy

5

Apr 3, 2026

Sentiment Analysis RLF sentences

86.26Accuracy

5

Apr 3, 2026

94.99Accuracy

5

Mar 23, 2026

Page 12 of 18

Popular datasets

SST SST-2 IMDB Yelp SST2

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