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Papers Benchmarks Datasets Tasks

Sentiment Analysis research benchmarks – Page 5 · SOTA2 Research

Sentiment Analysis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

54.2A3 Score

15

Feb 26, 2026

ICT-MMMO (test)

86.3A2 Score

15

Feb 26, 2026

88.26Score

14

Jun 25, 2026

88.49Score

14

Jun 25, 2026

86.5Sentiment Score

14

Jun 25, 2026

90.2Clean Accuracy

14

Jun 12, 2026

SST2 POLISHED Attack (test)

99ASR

14

Jun 4, 2026

SST2 BadNets Attack (test)

97ASR

14

Jun 4, 2026

SST2 UJB Attack (test)

98ASR

14

Jun 4, 2026

LoRA-Mixer (ours)

95.76Accuracy

14

May 14, 2026

85.16Accuracy

14

May 12, 2026

CREDENCE-DeBERTa

91.2Accuracy

14

Apr 28, 2026

SST-2 (held-out)

39.8F1 Score

14

Feb 26, 2026

94.7Mean Accuracy

14

Feb 26, 2026

54.4HS Score

14

Feb 26, 2026

IMDB, Amazon, Yelp, and TweetEval Overall Average

91.81Average Accuracy

14

Feb 26, 2026

Amazon Music → SST-2 (test)

91.4Source F1

14

Feb 26, 2026

Amazon Music -> SST-2 15 mins annotation (test)

92.9Source F1

14

Feb 26, 2026

CARMA PRTG-level

0.39Min Value

13

Jun 24, 2026

ZORQ PRTG-level

0.03Mn

13

Jun 24, 2026

81.12ACC

13

Jun 11, 2026

89.57Precision

13

Jun 9, 2026

84.2Accuracy

13

Jun 9, 2026

85.9Accuracy

13

Jun 9, 2026

IMDB Sample unlearning (Df split)

100Accuracy

13

May 12, 2026

Page 5 of 18

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