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SOTA Emotion Classification benchmarks and papers with code | Wizwand
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Emotion Classification
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Emotion Classification In-domain (test)
Domain-Specific
F1 Score
54.32
128
1mo ago
EmoC
LORA
Accuracy
86.8
53
1mo ago
EMPATHETICDIALOGUES (test)
NHP Context-Free Data Aug.
Accuracy
86.73
49
1mo ago
IEMOCAP (test)
VowelPrompt
Weighted-F1
74.02
36
1mo ago
FI
CLIP
Accuracy
88.64
32
3d ago
TE-Emo
Base LLM
Accuracy
76.48
30
1mo ago
Emotion
Multi-head self-attn
Accuracy
87.68
26
1mo ago
Emotion
Llama3-8B
Delta 1 (Emotion)
3.27
24
1mo ago
Emotion (Out-of-domain)
TIES_Evolver
F1 Score
0.4286
22
1mo ago
5 Emotion Domains (test)
Fine-tuned
Average Accuracy
51.38
20
1mo ago
Combined speech dataset (Baker, LJSpeech, ESD, CREMA-D, Genshin Impact) 1.0 (subject-independent)
Cross Entropy
Accuracy (B)
0.613
19
1mo ago
CREMA-D
VAVL
F1 (Macro)
77.9
18
1mo ago
IEMOCAP 4-way (test)
HCAM
Weighted F1
85.9
17
1mo ago
DAIR-AI Emotion
CMHL
F1 Score
93.75
16
1mo ago
TE-Emo
Base LLM
Macro-F1
70.79
15
1mo ago
TweetEval Emotion
Base LLM
Macro-F1
68.74
15
1mo ago
TweetEmo (test)
Extra Annotation
Accuracy
79
13
1mo ago
GoEmotions
Semantic Entropy
PCC (Uepi vs Uale)
0.83
12
1mo ago
Emotion
BLANC
Correlation Coefficient
0.6
12
1mo ago
DFEW
FaVChat
UAR
70.01
11
12d ago
SemEval Task 1 Spanish 2018 (test)
Ours (Ambiguity)
Micro F1
85.9
11
1mo ago
SemEval Task 1 English 2018 (test)
Ours (Ambiguity)
Macro F1
59.1
10
1mo ago
GoE
In-Squeeze
Accuracy
83.9
9
1mo ago
COKE
COLM
Accuracy
79.3
9
1mo ago
Reconstructed Embedding Space Emotion (100 sampled sentences per label)
Label Forensics
Accuracy
95
8
1mo ago
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