Emotion Classification

Benchmarks

Dataset Name	SOTA Method	Metric
Emotion Classification In-domain (test)		F1 Score54.32	128	3mo ago
IEMOCAP (test)	VowelPrompt	Weighted-F174.02	61	14d ago
EmoC	LORA	Accuracy86.8	53	3mo ago
EMPATHETICDIALOGUES (test)	NHP Context-Free Data Aug.	Accuracy86.73	49	3mo ago
FI	CLIP	Accuracy88.64	32	1mo ago
TE-Emo		Accuracy76.48	30	3mo ago
Emotion	Multi-head self-attn	Accuracy87.68	27	1mo ago
MER 2024 (test)	AffectVerse	Weighted F182.39	25	14d ago
MER 2023 (test)	AffectVerse	Weighted F180.92	25	14d ago
Emotion	Llama3-8B	Delta 1 (Emotion)3.27	24	3mo ago
GoEmotions	Variational Credal	Accuracy55.8	23	28d ago
Emotion (Out-of-domain)	TIES_Evolver	F1 Score0.4286	22	3mo ago
5 Emotion Domains (test)		Average Accuracy51.38	20	3mo ago
Combined speech dataset (Baker, LJSpeech, ESD, CREMA-D, Genshin Impact) 1.0 (subject-independent)	Cross Entropy	Accuracy (B)0.613	19	3mo ago
CREMA-D	VAVL	F1 (Macro)77.9	18	3mo ago
IEMOCAP 4-way (test)	HCAM	Weighted F185.9	17	3mo ago
DAIR-AI Emotion	CMHL	F1 Score93.75	16	2mo ago
DepressionEmo		Micro Precision83	15	1mo ago
TE-Emo		Macro-F170.79	15	3mo ago
TweetEval Emotion		Macro-F168.74	15	3mo ago
TweetEmo (test)		Accuracy79	13	3mo ago
Emotion	BLANC	Correlation Coefficient0.6	12	3mo ago
CAS(ME) 3 (Part A)	MEDN	UF175.68	11	1mo ago
DFEW	FaVChat	UAR70.01	11	1mo ago
SemEval Task 1 Spanish 2018 (test)	Ours (Ambiguity)	Micro F185.9	11	3mo ago

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