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Speech Emotion Recognition research benchmarks – Page 3 · SOTA2 Research

Speech Emotion Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

EmoDB Zero-Shot v1 (test)

87.85Accuracy

12

Feb 26, 2026

CASE Zero-Shot v1 (test)

59.38Accuracy (ACC)

12

Feb 26, 2026

RAVDESS In-Domain v1 (test)

85.74Accuracy

12

Feb 26, 2026

95.24Weighted Accuracy

12

Feb 26, 2026

72.05Weighted Accuracy (WA)

11

Jun 9, 2026

MSP-Podcast (test1)

42.24P-MacroF1

10

Feb 26, 2026

Speech Emotion Recognition (SER) Benchmarks

97.05Accuracy

9

Jun 17, 2026

EMOVO to CASIA O→C

51.98Average Recall

9

Apr 10, 2026

CASIA to EMOVO (C→O)

50.22Average Recall

9

Apr 10, 2026

EMOVO to EmoDB O→B

82.35Average Recall

9

Apr 10, 2026

EmoDB to EMOVO B→O

61.77Average Recall

9

Apr 10, 2026

eNTERFACE to CASIA (E→C)

40.05Average Recall

9

Apr 10, 2026

CASIA to eNTERFACE

40.52Average Recall

9

Apr 10, 2026

eNTERFACE to EmoDB E→B

54.47Average Recall

9

Apr 10, 2026

EmoDB to eNTERFACE B→E

40.97Average Recall

9

Apr 10, 2026

IEMOCAP Speaker-dependent random train-test split

HuBERT Large + Ours (TAP)

81WA

9

Feb 26, 2026

84.9Score

8

Jun 26, 2026

IEMOCAP and MELD Average

69.55Average Accuracy

8

Jun 15, 2026

79.61Accuracy

8

Apr 21, 2026

80.59Accuracy

8

Apr 21, 2026

86.76Accuracy

8

Apr 21, 2026

79.19Accuracy

8

Apr 21, 2026

0.913Accuracy

8

Apr 21, 2026

92.46Accuracy

8

Apr 21, 2026

93.79Accuracy

8

Apr 21, 2026

Page 3 of 6

Popular datasets

IEMOCAP MSP-Podcast CREMA-D RAVDESS CAFE

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