Emotion Recognition on DailyDialog

Metric: Micro-F1 (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	Micro-F1▼	Extra Data	Paper	Date↕	Code
1	S+PAGE	64.07	No	S+PAGE: A Speaker and Position-Aware Graph Neura...	2021-12-23	-
2	CESTa	63.12	No	-	-	-
3	TUCORE-GCN_RoBERTa	61.91	No	Graph Based Network with Contextualized Represen...	2021-09-09	Code
4	EmoOne-RoBERTa	61.67	No	The Emotion is Not One-hot Encoding: Learning wi...	2022-06-15	Code
5	CoMPM	60.34	No	CoMPM: Context Modeling with Speaker's Pre-train...	2021-08-26	Code
6	Pretrained Hierarchical Transformer	60.14	No	Hierarchical Pre-training for Sequence Labelling...	2020-09-23	-
7	EmotionIC	60.13	No	EmotionIC: emotional inertia and contagion-drive...	2023-03-20	Code
8	TODKAT+HCL	59.76	No	Hybrid Curriculum Learning for Emotion Recogniti...	2021-12-22	-
9	SKAIG-ERC	59.75	No	-	-	Code
10	DAG-ERC	59.33	No	Directed Acyclic Graph Network for Conversationa...	2021-05-27	Code
11	AccumWR	59.22	No	-	-	Code
12	COSMIC	58.48	No	COSMIC: COmmonSense knowledge for eMotion Identi...	2020-10-06	Code
13	TODKAT	58.47	No	Topic-Driven and Knowledge-Aware Transformer for...	2021-06-02	-
14	TUCORE-GCN_BERT	58.34	No	Graph Based Network with Contextualized Represen...	2021-09-09	Code
15	KI-Net	57.3	No	-	-	-
16	DialogXL	54.93	No	DialogXL: All-in-One XLNet for Multi-Party Conve...	2020-12-16	Code
17	CoG-BART	54.71	No	Contrast and Generation Make BART a Good Dialogu...	2021-12-21	Code
18	RGAT-ERC	54.31	No	-	-	Code
19	KET	53.37	No	Knowledge-Enriched Transformer for Emotion Detec...	2019-09-24	Code
20	VHRED	48.4	No	Conversational Transfer Learning for Emotion Rec...	2019-10-11	Code

#1S+PAGESOTA
64.07
Micro-F1· 2021-12-23
S+PAGE: A Speaker and Position-Aware Graph Neural Network Model for Emotion Recognition in Conversation
#2CESTa
63.12
Micro-F1
No paper
#3TUCORE-GCN_RoBERTaSOTA
61.91
Micro-F1· 2021-09-09
Graph Based Network with Contextualized Representations of Turns in Dialogue Code
#4EmoOne-RoBERTa
61.67
Micro-F1· 2022-06-15
The Emotion is Not One-hot Encoding: Learning with Grayscale Label for Emotion Recognition in Conversation Code
#5CoMPMSOTA
60.34
Micro-F1· 2021-08-26
CoMPM: Context Modeling with Speaker's Pre-trained Memory Tracking for Emotion Recognition in Conversation Code
#6Pretrained Hierarchical TransformerSOTA
60.14
Micro-F1· 2020-09-23
Hierarchical Pre-training for Sequence Labelling in Spoken Dialog
#7EmotionIC
60.13
Micro-F1· 2023-03-20
EmotionIC: emotional inertia and contagion-driven dependency modeling for emotion recognition in conversation Code
#8TODKAT+HCL
59.76
Micro-F1· 2021-12-22
Hybrid Curriculum Learning for Emotion Recognition in Conversation
#9SKAIG-ERC
59.75
Micro-F1
No paperCode
#10DAG-ERC
59.33
Micro-F1· 2021-05-27
Directed Acyclic Graph Network for Conversational Emotion Recognition Code
#11AccumWR
59.22
Micro-F1
No paperCode
#12COSMIC
58.48
Micro-F1· 2020-10-06
COSMIC: COmmonSense knowledge for eMotion Identification in Conversations Code
#13TODKAT
58.47
Micro-F1· 2021-06-02
Topic-Driven and Knowledge-Aware Transformer for Dialogue Emotion Detection
#14TUCORE-GCN_BERT
58.34
Micro-F1· 2021-09-09
Graph Based Network with Contextualized Representations of Turns in Dialogue Code
#15KI-Net
57.3
Micro-F1
No paper
#16DialogXL
54.93
Micro-F1· 2020-12-16
DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition Code
#17CoG-BART
54.71
Micro-F1· 2021-12-21
Contrast and Generation Make BART a Good Dialogue Emotion Recognizer Code
#18RGAT-ERC
54.31
Micro-F1
No paperCode
#19KETSOTA
53.37
Micro-F1· 2019-09-24
Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations Code
#20VHRED
48.4
Micro-F1· 2019-10-11
Conversational Transfer Learning for Emotion Recognition Code