Emotion Recognition on CPED

Metric: Accuracy of Sentiment (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy of Sentiment▼	Extra Data	Paper	Date↕	Code
1	BERT+AVG+MLP	51.5	No	CPED: A Large-Scale Chinese Personalized and Emo...	2022-05-29	Code
2	DialogXL	51.24	No	DialogXL: All-in-One XLNet for Multi-Party Conve...	2020-12-16	Code
3	bcLSTM	49.65	No	-	-	Code
4	TextRCNN	49.13	No	-	-	Code
5	BERT_{utt}	48.96	No	BERT: Pre-training of Deep Bidirectional Transfo...	2018-10-11	Code
6	TextCNN	48.9	No	Convolutional Neural Networks for Sentence Class...	2014-08-25	Code
7	FastText	48.62	No	Bag of Tricks for Efficient Text Classification	2016-07-06	Code
8	DialogueRNN	48.57	No	DialogueRNN: An Attentive RNN for Emotion Detect...	2018-11-01	Code
9	EmoBERTa	48.09	No	EmoBERTa: Speaker-Aware Emotion Recognition in C...	2021-08-26	Code
10	TextRNN	47.89	No	Recurrent Neural Network for Text Classification...	2016-05-17	-
11	DialogueGCN	47.69	No	DialogueGCN: A Graph Convolutional Neural Networ...	2019-08-30	Code

#1BERT+AVG+MLPSOTA
51.5
Accuracy of Sentiment· 2022-05-29
CPED: A Large-Scale Chinese Personalized and Emotional Dialogue Dataset for Conversational AI Code
#2DialogXLSOTA
51.24
Accuracy of Sentiment· 2020-12-16
DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition Code
#3bcLSTM
49.65
Accuracy of Sentiment
No paperCode
#4TextRCNN
49.13
Accuracy of Sentiment
No paperCode
#5BERT_{utt}SOTA
48.96
Accuracy of Sentiment· 2018-10-11
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Code
#6TextCNNSOTA
48.9
Accuracy of Sentiment· 2014-08-25
Convolutional Neural Networks for Sentence Classification Code
#7FastText
48.62
Accuracy of Sentiment· 2016-07-06
Bag of Tricks for Efficient Text Classification Code
#8DialogueRNN
48.57
Accuracy of Sentiment· 2018-11-01
DialogueRNN: An Attentive RNN for Emotion Detection in Conversations Code
#9EmoBERTa
48.09
Accuracy of Sentiment· 2021-08-26
EmoBERTa: Speaker-Aware Emotion Recognition in Conversation with RoBERTa Code
#10TextRNN
47.89
Accuracy of Sentiment· 2016-05-17
Recurrent Neural Network for Text Classification with Multi-Task Learning
#11DialogueGCN
47.69
Accuracy of Sentiment· 2019-08-30
DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation Code