Emotion Recognition on CPED

Metric: Macro-F1 of Sentiment (higher is better)

LeaderboardDataset

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#	Model↕	Macro-F1 of Sentiment▼	Extra Data	Paper	Date↕	Code
1	BERT+AVG+MLP	48.02	No	CPED: A Large-Scale Chinese Personalized and Emo...	2022-05-29	Code
2	DialogXL	46.96	No	DialogXL: All-in-One XLNet for Multi-Party Conve...	2020-12-16	Code
3	bcLSTM	45.4	No	-	-	Code
4	BERT_{utt}	45.18	No	BERT: Pre-training of Deep Bidirectional Transfo...	2018-10-11	Code
5	DialogueGCN	45.12	No	DialogueGCN: A Graph Convolutional Neural Networ...	2019-08-30	Code
6	EmoBERTa	44.6	No	EmoBERTa: Speaker-Aware Emotion Recognition in C...	2021-08-26	Code
7	DialogueRNN	44.11	No	DialogueRNN: An Attentive RNN for Emotion Detect...	2018-11-01	Code
8	TextRCNN	37.95	No	-	-	Code
9	TextRNN	37.07	No	Recurrent Neural Network for Text Classification...	2016-05-17	-
10	TextCNN	34.37	No	Convolutional Neural Networks for Sentence Class...	2014-08-25	Code
11	FastText	30.33	No	Bag of Tricks for Efficient Text Classification	2016-07-06	Code

#1BERT+AVG+MLPSOTA
48.02
Macro-F1 of Sentiment· 2022-05-29
CPED: A Large-Scale Chinese Personalized and Emotional Dialogue Dataset for Conversational AI Code
#2DialogXLSOTA
46.96
Macro-F1 of Sentiment· 2020-12-16
DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition Code
#3bcLSTM
45.4
Macro-F1 of Sentiment
No paperCode
#4BERT_{utt}SOTA
45.18
Macro-F1 of Sentiment· 2018-10-11
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Code
#5DialogueGCN
45.12
Macro-F1 of Sentiment· 2019-08-30
DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation Code
#6EmoBERTa
44.6
Macro-F1 of Sentiment· 2021-08-26
EmoBERTa: Speaker-Aware Emotion Recognition in Conversation with RoBERTa Code
#7DialogueRNN
44.11
Macro-F1 of Sentiment· 2018-11-01
DialogueRNN: An Attentive RNN for Emotion Detection in Conversations Code
#8TextRCNN
37.95
Macro-F1 of Sentiment
No paperCode
#9TextRNNSOTA
37.07
Macro-F1 of Sentiment· 2016-05-17
Recurrent Neural Network for Text Classification with Multi-Task Learning
#10TextCNNSOTA
34.37
Macro-F1 of Sentiment· 2014-08-25
Convolutional Neural Networks for Sentence Classification Code
#11FastText
30.33
Macro-F1 of Sentiment· 2016-07-06
Bag of Tricks for Efficient Text Classification Code