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Papers Benchmarks Datasets Tasks

Speech Emotion Recognition research benchmarks – Page 2 · SOTA2 Research

Speech Emotion Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MELD → IEMOCAP Cross-Domain

51.75Weighted F1

14

Feb 26, 2026

IEMOCAP → MELD Cross-Domain

60.28Weighted F1

14

Feb 26, 2026

99.76Weighted Accuracy

14

Feb 26, 2026

IEMOCAP (10-fold cross-validation)

CNN+LSTM Architecture

70.3Weighted Accuracy (WA)

14

Feb 26, 2026

Qwen2.5-Omni-7B + CoAT

79.01Accuracy

13

Jun 18, 2026

CASIA to EmoDB C→B

69.28Average Recall

13

Apr 10, 2026

EmoDB to CASIA B→C

48.68Average Recall

13

Apr 10, 2026

EMOVO Zero-Shot v1 (test)

43.07Accuracy

13

Feb 26, 2026

Emo-Emilia Zero-Shot v1 (test)

70.64Accuracy (ACC)

13

Feb 26, 2026

ESD In-Domain v1 (test)

93.86ACC

13

Feb 26, 2026

MELD-ST JPN (test)

51.58SER Weighted F1 Score

12

Mar 24, 2026

MELD-ST (DEU) (test)

53.32W-F1 Score

12

Mar 24, 2026

CaFE French (test)

0.829WA

12

Feb 26, 2026

PAVOQUE German (test)

98.9WA

12

Feb 26, 2026

MESD Spanish (test)

87.79Weighted Accuracy

12

Feb 26, 2026

Oréau French (test)

84Weighted Accuracy (WA)

12

Feb 26, 2026

Emozionalmente Italian (test)

0.722Weighted Accuracy (WA)

12

Feb 26, 2026

AESDD Greek (test)

91.67Weighted Accuracy (WA)

12

Feb 26, 2026

nEMO Polish (test)

0.936Weighted Accuracy

12

Feb 26, 2026

RESD Russian (test)

71.75Weighted Accuracy (WA)

12

Feb 26, 2026

RAVDESS 8 classes (test)

84.72Weighted Accuracy

12

Feb 26, 2026

EmoV-DB 5 classes (test)

99.42WA

12

Feb 26, 2026

JLCorpus 10 classes (test)

0.865WA

12

Feb 26, 2026

EMNS 8 classes (test)

85.59WA

12

Feb 26, 2026

CREMA-D 6 classes (test)

75.2Weighted Accuracy (WA)

12

Feb 26, 2026

Page 2 of 6

Popular datasets

IEMOCAP MSP-Podcast CREMA-D RAVDESS CAFE

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