SOTA Emotion Classification benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Emotion Classification In-domain (test)		F1 Score54.32	128	3d ago
EmoC	LORA	Accuracy86.8	53	3d ago
EMPATHETICDIALOGUES (test)	NHP Context-Free Data Aug.	Accuracy86.73	49	3d ago
IEMOCAP (test)	VowelPrompt	Weighted-F174.02	36	3d ago
Emotion	Multi-head self-attn	Accuracy87.68	26	3d ago
Emotion	Llama3-8B	Delta 1 (Emotion)3.27	24	3d ago
Emotion (Out-of-domain)	TIES_Evolver	F1 Score0.4286	22	3d ago
5 Emotion Domains (test)		Average Accuracy51.38	20	3d ago
Combined speech dataset (Baker, LJSpeech, ESD, CREMA-D, Genshin Impact) 1.0 (subject-independent)	Cross Entropy	Accuracy (B)0.613	19	3d ago
CREMA-D	VAVL	F1 (Macro)77.9	18	3d ago
IEMOCAP 4-way (test)	HCAM	Weighted F185.9	17	3d ago
TweetEmo (test)		Accuracy79	13	3d ago
GoEmotions	Semantic Entropy	PCC (Uepi vs Uale)0.83	12	3d ago
Emotion	BLANC	Correlation Coefficient0.6	12	3d ago
SemEval Task 1 Spanish 2018 (test)	Ours (Ambiguity)	Micro F185.9	11	3d ago
SemEval Task 1 English 2018 (test)	Ours (Ambiguity)	Macro F159.1	10	3d ago
DAIR-AI Emotion		Macro F193.7	9	3d ago
GoE	In-Squeeze	Accuracy83.9	9	3d ago
COKE	COLM	Accuracy79.3	9	3d ago
Reconstructed Embedding Space Emotion (100 sampled sentences per label)	Label Forensics	Accuracy95	8	3d ago
ISEAR	MUPPET	Score73.01	8	3d ago
Emotic	CLIP	Accuracy91.95	6	3d ago
Emotion6	CLIP	Accuracy86.4	6	3d ago
VSO	CLIP	Accuracy66.81	6	3d ago
FI	CLIP	Accuracy88.64	6	3d ago

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