Emotion Recognition on EmoryNLP

Metric: Weighted-F1 (higher is better)

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#	Model↕	Weighted-F1▼	Extra Data	Paper	Date↕	Code
1	CKERC	42.08	No	CKERC : Joint Large Language Models with Commons...	2024-03-12	-
2	BiosERC	41.68	No	BiosERC: Integrating Biography Speakers Supporte...	2024-07-05	Code
3	InstructERC	41.39	No	InstructERC: Reforming Emotion Recognition in Co...	2023-09-21	Code
4	SPCL-CL-ERC	40.94	No	Supervised Prototypical Contrastive Learning for...	2022-10-17	Code
5	SACL-LSTM (one seed)	40.47	No	Supervised Adversarial Contrastive Learning for ...	2023-06-02	Code
6	EmotionIC	40.25	No	EmotionIC: emotional inertia and contagion-drive...	2023-03-20	Code
7	EACL	40.24	No	Emotion-Anchored Contrastive Learning Framework ...	2024-03-29	Code
8	GRASP_Large	40	No	GRASP: Guiding model with RelAtional Semantics u...	2022-08-26	Code
9	SACL-LSTM	39.65	No	Supervised Adversarial Contrastive Learning for ...	2023-06-02	Code
10	AccumWR	39.33	No	-	-	Code
11	TUCORE-GCN_RoBERTa	39.24	No	Graph Based Network with Contextualized Represen...	2021-09-09	Code
12	S+PAGE	39.14	No	S+PAGE: A Speaker and Position-Aware Graph Neura...	2021-12-23	-
13	CoG-BART	39.04	No	Contrast and Generation Make BART a Good Dialogu...	2021-12-21	Code
14	DAG-ERC	39.02	No	Directed Acyclic Graph Network for Conversationa...	2021-05-27	Code
15	SKAIG-ERC	38.88	No	-	-	Code
16	DialogueCRN+RoBERTa	38.79	No	DialogueCRN: Contextual Reasoning Networks for E...	2021-06-03	Code
17	TODKAT	38.69	Yes	Topic-Driven and Knowledge-Aware Transformer for...	2021-06-02	-
18	COSMIC	38.11	No	COSMIC: COmmonSense knowledge for eMotion Identi...	2020-10-06	Code
19	EmoOne-RoBERTa	38	No	The Emotion is Not One-hot Encoding: Learning wi...	2022-06-15	Code
20	CoMPM	37.37	No	CoMPM: Context Modeling with Speaker's Pre-train...	2021-08-26	Code
21	HiTrans	36.75	No	-	-	-
22	ERMC-DisGCN	36.38	No	-	-	-
23	TUCORE-GCN_BERT	36.01	No	Graph Based Network with Contextualized Represen...	2021-09-09	Code
24	BERT+MTL	35.92	No	Multi-Task Learning with Auxiliary Speaker Ident...	2020-03-03	-
25	DialogXL	34.73	No	DialogXL: All-in-One XLNet for Multi-Party Conve...	2020-12-16	Code
26	GloVE+MTL	34.54	No	Multi-Task Learning with Auxiliary Speaker Ident...	2020-03-03	-
27	RGAT-ERC	34.42	No	-	-	Code
28	KET	34.39	Yes	Knowledge-Enriched Transformer for Emotion Detec...	2019-09-24	Code

#1CKERCSOTA
42.08
Weighted-F1· 2024-03-12
CKERC : Joint Large Language Models with Commonsense Knowledge for Emotion Recognition in Conversation
#2BiosERC
41.68
Weighted-F1· 2024-07-05
BiosERC: Integrating Biography Speakers Supported by LLMs for ERC Tasks Code
#3InstructERCSOTA
41.39
Weighted-F1· 2023-09-21
InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models Code
#4SPCL-CL-ERCSOTA
40.94
Weighted-F1· 2022-10-17
Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation Code
#5SACL-LSTM (one seed)
40.47
Weighted-F1· 2023-06-02
Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations Code
#6EmotionIC
40.25
Weighted-F1· 2023-03-20
EmotionIC: emotional inertia and contagion-driven dependency modeling for emotion recognition in conversation Code
#7EACL
40.24
Weighted-F1· 2024-03-29
Emotion-Anchored Contrastive Learning Framework for Emotion Recognition in Conversation Code
#8GRASP_LargeSOTA
40
Weighted-F1· 2022-08-26
GRASP: Guiding model with RelAtional Semantics using Prompt for Dialogue Relation Extraction Code
#9SACL-LSTM
39.65
Weighted-F1· 2023-06-02
Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations Code
#10AccumWR
39.33
Weighted-F1
No paperCode
#11TUCORE-GCN_RoBERTaSOTA
39.24
Weighted-F1· 2021-09-09
Graph Based Network with Contextualized Representations of Turns in Dialogue Code
#12S+PAGE
39.14
Weighted-F1· 2021-12-23
S+PAGE: A Speaker and Position-Aware Graph Neural Network Model for Emotion Recognition in Conversation
#13CoG-BART
39.04
Weighted-F1· 2021-12-21
Contrast and Generation Make BART a Good Dialogue Emotion Recognizer Code
#14DAG-ERCSOTA
39.02
Weighted-F1· 2021-05-27
Directed Acyclic Graph Network for Conversational Emotion Recognition Code
#15SKAIG-ERC
38.88
Weighted-F1
No paperCode
#16DialogueCRN+RoBERTa
38.79
Weighted-F1· 2021-06-03
DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations Code
#17TODKAT
38.69
Weighted-F1· Extra Data· 2021-06-02
Topic-Driven and Knowledge-Aware Transformer for Dialogue Emotion Detection
#18COSMICSOTA
38.11
Weighted-F1· 2020-10-06
COSMIC: COmmonSense knowledge for eMotion Identification in Conversations Code
#19EmoOne-RoBERTa
38
Weighted-F1· 2022-06-15
The Emotion is Not One-hot Encoding: Learning with Grayscale Label for Emotion Recognition in Conversation Code
#20CoMPM
37.37
Weighted-F1· 2021-08-26
CoMPM: Context Modeling with Speaker's Pre-trained Memory Tracking for Emotion Recognition in Conversation Code
#21HiTrans
36.75
Weighted-F1
No paper
#22ERMC-DisGCN
36.38
Weighted-F1
No paper
#23TUCORE-GCN_BERT
36.01
Weighted-F1· 2021-09-09
Graph Based Network with Contextualized Representations of Turns in Dialogue Code
#24BERT+MTLSOTA
35.92
Weighted-F1· 2020-03-03
Multi-Task Learning with Auxiliary Speaker Identification for Conversational Emotion Recognition
#25DialogXL
34.73
Weighted-F1· 2020-12-16
DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition Code
#26GloVE+MTL
34.54
Weighted-F1· 2020-03-03
Multi-Task Learning with Auxiliary Speaker Identification for Conversational Emotion Recognition
#27RGAT-ERC
34.42
Weighted-F1
No paperCode
#28KETSOTA
34.39
Weighted-F1· Extra Data· 2019-09-24
Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations Code