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Emotion Classification research benchmarks – Page 3 · SOTA2 Research

Emotion Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

99.21Accuracy

6

Feb 26, 2026

PrivateXR Emotion

65MIA (ASR/AUC)

6

Feb 26, 2026

PRDECT-ID (test)

53.99Accuracy

5

Apr 28, 2026

GoEmo-Syn Shortcut Shift (test)

52.7MSTPS

5

Apr 15, 2026

GoEmo-ST Shortcut Shift (test)

71.3MSTPS

5

Apr 15, 2026

63Accuracy

5

Apr 15, 2026

62.7Accuracy

5

Apr 15, 2026

credibility-confidence weighted voting ensemble

93.5F1 Score

5

Feb 26, 2026

73.1Accuracy

5

Feb 26, 2026

61.1Accuracy

5

Feb 26, 2026

Emo-esMoham Spanish (test)

Bosco et al. (2018)

79.93F1 (macro)

5

Feb 26, 2026

EmoBian Italian (test)

74.07Macro F1 Score

5

Feb 26, 2026

57F1 Score

5

Feb 26, 2026

61F1 Score

5

Feb 26, 2026

37F1 Score

5

Feb 26, 2026

0.73Accuracy

4

Jul 8, 2026

AffectNet public class-balanced 7 (val)

56Accuracy

4

Jul 8, 2026

78.2Accuracy (TAPTAP)

4

Apr 30, 2026

DAIR-AI Emotion Dataset (test)

93.1Accuracy

4

Apr 10, 2026

Twitter Emotion

82.76Accuracy

4

Feb 26, 2026

bi-LSTM (Felbo et al., 2017)

0.61Score

4

Feb 26, 2026

0.43Score

4

Feb 26, 2026

SemEval E-c EN j-hartmann's 7-label 2018 (test)

46.1F1 Score (micro)

3

Apr 15, 2026

SemEval E-c EN bhadresh's 6-label 2018 (test)

55.7Micro F1 Score

3

Apr 15, 2026

84.5Weighted F1

3

Feb 26, 2026

Page 3 of 4

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SemEval SEED IEMOCAP Emotion GoEmotions

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