Emotion Recognition on MELD

Metric: Weighted-F1 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Weighted-F1▼	Extra Data	Paper	Date↕	Code
1	ELR-GNN	69.9	No	Efficient Long-distance Latent Relation-aware Gr...	2024-06-27	-
2	BiosERC	69.83	No	BiosERC: Integrating Biography Speakers Supporte...	2024-07-05	Code
3	CKERC	69.27	No	CKERC : Joint Large Language Models with Commons...	2024-03-12	-
4	InstructERC	69.15	No	InstructERC: Reforming Emotion Recognition in Co...	2023-09-21	Code
5	GS-MCC	69	No	Revisiting Multimodal Emotion Recognition in Con...	2024-04-27	-
6	SpeechCueLLM	67.604	No	Beyond Silent Letters: Amplifying LLMs in Emotio...	2024-07-31	Code
7	Mamba-like Model	67.6	No	Revisiting Multi-modal Emotion Learning with Bro...	2024-04-27	-
8	TelME	67.37	No	TelME: Teacher-leading Multimodal Fusion Network...	2024-01-16	Code
9	SPCL-CL-ERC	67.25	No	Supervised Prototypical Contrastive Learning for...	2022-10-17	Code
10	EACL	67.12	No	Emotion-Anchored Contrastive Learning Framework ...	2024-03-29	Code
11	DF-ERC	67.03	No	Revisiting Disentanglement and Fusion on Modalit...	2023-08-08	-
12	HiDialog	66.96	No	Hierarchical Dialogue Understanding with Special...	2023-04-29	Code
13	SACL-LSTM (one seed)	66.86	No	Supervised Adversarial Contrastive Learning for ...	2023-06-02	Code
14	FacialMMT	66.73	No	-	-	Code
15	M2FNet	66.71	No	M2FNet: Multi-modal Fusion Network for Emotion R...	2022-06-05	-
16	GraphSmile	66.71	No	Tracing Intricate Cues in Dialogue: Joint Graph ...	2024-07-31	Code
17	CFN-ESA	66.7	No	CFN-ESA: A Cross-Modal Fusion Network with Emoti...	2023-07-28	Code
18	SDT	66.6	No	A Transformer-Based Model With Self-Distillation...	2023-10-31	Code
19	CoMPM	66.52	No	CoMPM: Context Modeling with Speaker's Pre-train...	2021-08-26	Code
20	EmotionFlow-large	66.5	No	-	-	Code
21	EmoOne-RoBERTa	66.49	No	The Emotion is Not One-hot Encoding: Learning wi...	2022-06-15	Code
22	SACL-LSTM	66.45	No	Supervised Adversarial Contrastive Learning for ...	2023-06-02	Code
23	EmotionIC	66.32	No	EmotionIC: emotional inertia and contagion-drive...	2023-03-20	Code
24	M2FNet-Text	66.23	No	M2FNet: Multi-modal Fusion Network for Emotion R...	2022-06-05	-
25	Static-Dynamic Modeling	65.9	No	-	-	-
26	Audio + Text (Stage III)	65.8	No	HCAM -- Hierarchical Cross Attention Model for M...	2023-04-14	-
27	DialogueCRN+RoBERTa	65.77	No	DialogueCRN: Contextual Reasoning Networks for E...	2021-06-03	Code
28	EmoBERTa	65.61	No	EmoBERTa: Speaker-Aware Emotion Recognition in C...	2021-08-26	Code
29	GRASP_Large	65.6	No	GRASP: Guiding model with RelAtional Semantics u...	2022-08-26	Code
30	UniMSE	65.51	No	UniMSE: Towards Unified Multimodal Sentiment Ana...	2022-11-21	Code
31	TODKAT	65.47	No	Topic-Driven and Knowledge-Aware Transformer for...	2021-06-02	-
32	TUCORE-GCN_RoBERTa	65.36	No	Graph Based Network with Contextualized Represen...	2021-09-09	Code
33	COSMIC	65.21	No	COSMIC: COmmonSense knowledge for eMotion Identi...	2020-10-06	Code
34	SKAIG-ERC	65.18	No	-	-	Code
35	EmotionFlow-base	65.05	No	-	-	Code
36	MPT-HCL	65.02	No	Multimodal Prompt Transformer with Hybrid Contra...	2023-10-04	-
37	CoG-BART	64.81	No	Contrast and Generation Make BART a Good Dialogu...	2021-12-21	Code
38	AccumWR	64.58	No	-	-	Code
39	ERMC-DisGCN	64.22	No	-	-	-
40	LSDGNN+ICL	64.07	No	Long-Short Distance Graph Neural Networks and Im...	2025-07-21	Code
41	EmoCaps	64	No	EmoCaps: Emotion Capsule based Model for Convers...	2022-03-25	-
42	DAG-ERC	63.65	No	Directed Acyclic Graph Network for Conversationa...	2021-05-27	Code
43	EmoCaps-Text	63.51	No	EmoCaps: Emotion Capsule based Model for Convers...	2022-03-25	-
44	S+PAGE	63.32	No	S+PAGE: A Speaker and Position-Aware Graph Neura...	2021-12-23	-
45	KI-Net	63.24	No	-	-	-
46	TUCORE-GCN_BERT	62.47	No	Graph Based Network with Contextualized Represen...	2021-09-09	Code
47	DialogXL	62.41	No	DialogXL: All-in-One XLNet for Multi-Party Conve...	2020-12-16	Code
48	TRMSM-Att	62.36	No	A Hierarchical Transformer with Speaker Modeling...	2020-12-29	Code
49	HiTrans	61.94	No	-	-	-
50	BERT+MTL	61.9	No	Multi-Task Learning with Auxiliary Speaker Ident...	2020-03-03	-
51	Pretrained Hierarchical Transformer	61.9	No	Hierarchical Pre-training for Sequence Labelling...	2020-09-23	-
52	RGAT-ERC	60.91	No	-	-	Code
53	BiERU-lc	60.84	No	BiERU: Bidirectional Emotional Recurrent Unit fo...	2020-05-31	Code
54	Iterative	60.72	No	-	-	-
55	GloVE+MTL	60.69	No	Multi-Task Learning with Auxiliary Speaker Ident...	2020-03-03	-
56	MM-DFN	59.46	No	MM-DFN: Multimodal Dynamic Fusion Network for Em...	2022-03-04	Code
57	GA2MIF	58.94	No	GA2MIF: Graph and Attention Based Two-Stage Mult...	2022-07-25	Code
58	GraphCFC	58.86	No	GraphCFC: A Directed Graph Based Cross-Modal Fea...	2022-07-06	Code
59	SumAggGIN	58.45	No	-	-	-
60	DialogueCRN	58.39	No	DialogueCRN: Contextual Reasoning Networks for E...	2021-06-03	Code
61	CESTa	58.36	No	-	-	-
62	KET	58.18	No	Knowledge-Enriched Transformer for Emotion Detec...	2019-09-24	Code
63	DialogueGCN	58.1	No	DialogueGCN: A Graph Convolutional Neural Networ...	2019-08-30	Code
64	ConGCN	57.4	No	-	-	-
65	DialogueRNN	57.03	No	DialogueRNN: An Attentive RNN for Emotion Detect...	2018-11-01	Code
66	bc-LSTM+Att	56.44	No	-	-	Code

#1ELR-GNNSOTA
69.9
Weighted-F1· 2024-06-27
Efficient Long-distance Latent Relation-aware Graph Neural Network for Multi-modal Emotion Recognition in Conversations
#2BiosERC
69.83
Weighted-F1· 2024-07-05
BiosERC: Integrating Biography Speakers Supported by LLMs for ERC Tasks Code
#3CKERCSOTA
69.27
Weighted-F1· 2024-03-12
CKERC : Joint Large Language Models with Commonsense Knowledge for Emotion Recognition in Conversation
#4InstructERCSOTA
69.15
Weighted-F1· 2023-09-21
InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models Code
#5GS-MCC
69
Weighted-F1· 2024-04-27
Revisiting Multimodal Emotion Recognition in Conversation from the Perspective of Graph Spectrum
#6SpeechCueLLM
67.604
Weighted-F1· 2024-07-31
Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances Code
#7Mamba-like Model
67.6
Weighted-F1· 2024-04-27
Revisiting Multi-modal Emotion Learning with Broad State Space Models and Probability-guidance Fusion
#8TelME
67.37
Weighted-F1· 2024-01-16
TelME: Teacher-leading Multimodal Fusion Network for Emotion Recognition in Conversation Code
#9SPCL-CL-ERCSOTA
67.25
Weighted-F1· 2022-10-17
Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation Code
#10EACL
67.12
Weighted-F1· 2024-03-29
Emotion-Anchored Contrastive Learning Framework for Emotion Recognition in Conversation Code
#11DF-ERC
67.03
Weighted-F1· 2023-08-08
Revisiting Disentanglement and Fusion on Modality and Context in Conversational Multimodal Emotion Recognition
#12HiDialog
66.96
Weighted-F1· 2023-04-29
Hierarchical Dialogue Understanding with Special Tokens and Turn-level Attention Code
#13SACL-LSTM (one seed)
66.86
Weighted-F1· 2023-06-02
Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations Code
#14FacialMMT
66.73
Weighted-F1
No paperCode
#15M2FNetSOTA
66.71
Weighted-F1· 2022-06-05
M2FNet: Multi-modal Fusion Network for Emotion Recognition in Conversation
#16GraphSmile
66.71
Weighted-F1· 2024-07-31
Tracing Intricate Cues in Dialogue: Joint Graph Structure and Sentiment Dynamics for Multimodal Emotion Recognition Code
#17CFN-ESA
66.7
Weighted-F1· 2023-07-28
CFN-ESA: A Cross-Modal Fusion Network with Emotion-Shift Awareness for Dialogue Emotion Recognition Code
#18SDT
66.6
Weighted-F1· 2023-10-31
A Transformer-Based Model With Self-Distillation for Multimodal Emotion Recognition in Conversations Code
#19CoMPMSOTA
66.52
Weighted-F1· 2021-08-26
CoMPM: Context Modeling with Speaker's Pre-trained Memory Tracking for Emotion Recognition in Conversation Code
#20EmotionFlow-large
66.5
Weighted-F1
No paperCode
#21EmoOne-RoBERTa
66.49
Weighted-F1· 2022-06-15
The Emotion is Not One-hot Encoding: Learning with Grayscale Label for Emotion Recognition in Conversation Code
#22SACL-LSTM
66.45
Weighted-F1· 2023-06-02
Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations Code
#23EmotionIC
66.32
Weighted-F1· 2023-03-20
EmotionIC: emotional inertia and contagion-driven dependency modeling for emotion recognition in conversation Code
#24M2FNet-Text
66.23
Weighted-F1· 2022-06-05
M2FNet: Multi-modal Fusion Network for Emotion Recognition in Conversation
#25Static-Dynamic Modeling
65.9
Weighted-F1
No paper
#26Audio + Text (Stage III)
65.8
Weighted-F1· 2023-04-14
HCAM -- Hierarchical Cross Attention Model for Multi-modal Emotion Recognition
#27DialogueCRN+RoBERTaSOTA
65.77
Weighted-F1· 2021-06-03
DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations Code
#28EmoBERTa
65.61
Weighted-F1· 2021-08-26
EmoBERTa: Speaker-Aware Emotion Recognition in Conversation with RoBERTa Code
#29GRASP_Large
65.6
Weighted-F1· 2022-08-26
GRASP: Guiding model with RelAtional Semantics using Prompt for Dialogue Relation Extraction Code
#30UniMSE
65.51
Weighted-F1· 2022-11-21
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition Code
#31TODKATSOTA
65.47
Weighted-F1· 2021-06-02
Topic-Driven and Knowledge-Aware Transformer for Dialogue Emotion Detection
#32TUCORE-GCN_RoBERTa
65.36
Weighted-F1· 2021-09-09
Graph Based Network with Contextualized Representations of Turns in Dialogue Code
#33COSMICSOTA
65.21
Weighted-F1· 2020-10-06
COSMIC: COmmonSense knowledge for eMotion Identification in Conversations Code
#34SKAIG-ERC
65.18
Weighted-F1
No paperCode
#35EmotionFlow-base
65.05
Weighted-F1
No paperCode
#36MPT-HCL
65.02
Weighted-F1· 2023-10-04
Multimodal Prompt Transformer with Hybrid Contrastive Learning for Emotion Recognition in Conversation
#37CoG-BART
64.81
Weighted-F1· 2021-12-21
Contrast and Generation Make BART a Good Dialogue Emotion Recognizer Code
#38AccumWR
64.58
Weighted-F1
No paperCode
#39ERMC-DisGCN
64.22
Weighted-F1
No paper
#40LSDGNN+ICL
64.07
Weighted-F1· 2025-07-21
Long-Short Distance Graph Neural Networks and Improved Curriculum Learning for Emotion Recognition in Conversation Code
#41EmoCaps
64
Weighted-F1· 2022-03-25
EmoCaps: Emotion Capsule based Model for Conversational Emotion Recognition
#42DAG-ERC
63.65
Weighted-F1· 2021-05-27
Directed Acyclic Graph Network for Conversational Emotion Recognition Code
#43EmoCaps-Text
63.51
Weighted-F1· 2022-03-25
EmoCaps: Emotion Capsule based Model for Conversational Emotion Recognition
#44S+PAGE
63.32
Weighted-F1· 2021-12-23
S+PAGE: A Speaker and Position-Aware Graph Neural Network Model for Emotion Recognition in Conversation
#45KI-Net
63.24
Weighted-F1
No paper
#46TUCORE-GCN_BERT
62.47
Weighted-F1· 2021-09-09
Graph Based Network with Contextualized Representations of Turns in Dialogue Code
#47DialogXL
62.41
Weighted-F1· 2020-12-16
DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition Code
#48TRMSM-Att
62.36
Weighted-F1· 2020-12-29
A Hierarchical Transformer with Speaker Modeling for Emotion Recognition in Conversation Code
#49HiTrans
61.94
Weighted-F1
No paper
#50BERT+MTLSOTA
61.9
Weighted-F1· 2020-03-03
Multi-Task Learning with Auxiliary Speaker Identification for Conversational Emotion Recognition
#51Pretrained Hierarchical Transformer
61.9
Weighted-F1· 2020-09-23
Hierarchical Pre-training for Sequence Labelling in Spoken Dialog
#52RGAT-ERC
60.91
Weighted-F1
No paperCode
#53BiERU-lc
60.84
Weighted-F1· 2020-05-31
BiERU: Bidirectional Emotional Recurrent Unit for Conversational Sentiment Analysis Code
#54Iterative
60.72
Weighted-F1
No paper
#55GloVE+MTL
60.69
Weighted-F1· 2020-03-03
Multi-Task Learning with Auxiliary Speaker Identification for Conversational Emotion Recognition
#56MM-DFN
59.46
Weighted-F1· 2022-03-04
MM-DFN: Multimodal Dynamic Fusion Network for Emotion Recognition in Conversations Code
#57GA2MIF
58.94
Weighted-F1· 2022-07-25
GA2MIF: Graph and Attention Based Two-Stage Multi-Source Information Fusion for Conversational Emotion Detection Code
#58GraphCFC
58.86
Weighted-F1· 2022-07-06
GraphCFC: A Directed Graph Based Cross-Modal Feature Complementation Approach for Multimodal Conversational Emotion Recognition Code
#59SumAggGIN
58.45
Weighted-F1
No paper
#60DialogueCRN
58.39
Weighted-F1· 2021-06-03
DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations Code
#61CESTa
58.36
Weighted-F1
No paper
#62KETSOTA
58.18
Weighted-F1· 2019-09-24
Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations Code
#63DialogueGCNSOTA
58.1
Weighted-F1· 2019-08-30
DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation Code
#64ConGCN
57.4
Weighted-F1
No paper
#65DialogueRNNSOTA
57.03
Weighted-F1· 2018-11-01
DialogueRNN: An Attentive RNN for Emotion Detection in Conversations Code
#66bc-LSTM+Att
56.44
Weighted-F1
No paperCode