Emotion Recognition on IEMOCAP

Metric: Weighted-F1 (higher is better)

LeaderboardDataset

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Results

#	Model↕	Weighted-F1▼	Extra Data	Paper	Date↕	Code
1	SDT	74.08	No	A Transformer-Based Model With Self-Distillation...	2023-10-31	Code
2	GraphSmile	72.81	No	Tracing Intricate Cues in Dialogue: Joint Graph ...	2024-07-31	Code
3	SpeechCueLLM	72.596	No	Beyond Silent Letters: Amplifying LLMs in Emotio...	2024-07-31	Code
4	MPT-HCL	72.51	No	Multimodal Prompt Transformer with Hybrid Contra...	2023-10-04	-
5	CKERC	72.4	No	CKERC : Joint Large Language Models with Commons...	2024-03-12	-
6	EmoCaps	71.77	No	EmoCaps: Emotion Capsule based Model for Convers...	2022-03-25	-
7	DF-ERC	71.75	No	Revisiting Disentanglement and Fusion on Modalit...	2023-08-08	-
8	InstructERC	71.39	No	InstructERC: Reforming Emotion Recognition in Co...	2023-09-21	Code
9	BiosERC	71.19	No	BiosERC: Integrating Biography Speakers Supporte...	2024-07-05	Code
10	SAMGN	71.11	No	Structure-Aware Transformer for Graph Representa...	2022-02-07	Code
11	CFN-ESA	71.04	No	CFN-ESA: A Cross-Modal Fusion Network with Emoti...	2023-07-28	Code
12	ELR-GNN	70.9	No	Efficient Long-distance Latent Relation-aware Gr...	2024-06-27	-
13	UniMSE	70.66	No	UniMSE: Towards Unified Multimodal Sentiment Ana...	2022-11-21	Code
14	TelME	70.48	No	TelME: Teacher-leading Multimodal Fusion Network...	2024-01-16	Code
15	EACL	70.41	No	Emotion-Anchored Contrastive Learning Framework ...	2024-03-29	Code
16	LSDGNN+ICL	70.24	No	Long-Short Distance Graph Neural Networks and Im...	2025-07-21	Code
17	GA2MIF	70	No	GA2MIF: Graph and Attention Based Two-Stage Mult...	2022-07-25	Code
18	M2FNet	69.86	No	M2FNet: Multi-modal Fusion Network for Emotion R...	2022-06-05	-
19	SPCL-CL-ERC	69.74	No	Supervised Prototypical Contrastive Learning for...	2022-10-17	Code
20	SACL-LSTM (one seed)	69.7	No	Supervised Adversarial Contrastive Learning for ...	2023-06-02	Code
21	EmotionIC	69.61	No	EmotionIC: emotional inertia and contagion-drive...	2023-03-20	Code
22	FATRER	69.35	No	FATRER: Full-Attention Topic Regularizer for Acc...	2023-07-23	Code
23	SACL-LSTM	69.22	No	Supervised Adversarial Contrastive Learning for ...	2023-06-02	Code
24	GraphCFC	68.91	No	GraphCFC: A Directed Graph Based Cross-Modal Fea...	2022-07-06	Code
25	DAG-ERC+HCL	68.73	No	Hybrid Curriculum Learning for Emotion Recogniti...	2021-12-22	-
26	S+PAGE	68.72	No	S+PAGE: A Speaker and Position-Aware Graph Neura...	2021-12-23	-
27	EmoBERTa	68.57	No	EmoBERTa: Speaker-Aware Emotion Recognition in C...	2021-08-26	Code
28	MM-DFN	68.18	No	MM-DFN: Multimodal Dynamic Fusion Network for Em...	2022-03-04	Code
29	DAG-ERC	68.03	No	Directed Acyclic Graph Network for Conversationa...	2021-05-27	Code
30	AccumWR	67.65	No	-	-	Code
31	DialogueCRN+RoBERTa	67.53	No	DialogueCRN: Contextual Reasoning Networks for E...	2021-06-03	Code
32	CESTa	67.1	No	-	-	-
33	KI-Net	67	No	-	-	-
34	SKAIG-ERC	66.98	No	-	-	Code
35	SumAggGIN	66.96	No	-	-	-
36	CoMPM	66.61	No	CoMPM: Context Modeling with Speaker's Pre-train...	2021-08-26	Code
37	DialogueCRN	66.33	No	DialogueCRN: Contextual Reasoning Networks for E...	2021-06-03	Code
38	DialogXL	66.2	No	DialogXL: All-in-One XLNet for Multi-Party Conve...	2020-12-16	Code
39	M2FNet-Text	66.2	No	M2FNet: Multi-modal Fusion Network for Emotion R...	2022-06-05	-
40	TRMSM-Att	65.94	No	A Hierarchical Transformer with Speaker Modeling...	2020-12-29	Code
41	COIN (w/o pretraining)	65.74	No	-	-	-
42	Pretrained Hierarchical Transformer	65.37	No	Hierarchical Pre-training for Sequence Labelling...	2020-09-23	-
43	COSMIC	65.3	No	COSMIC: COmmonSense knowledge for eMotion Identi...	2020-10-06	Code
44	RGAT-ERC	65.28	No	-	-	Code
45	BiERU-lc	65.22	No	BiERU: Bidirectional Emotional Recurrent Unit fo...	2020-05-31	Code
46	HiTrans	64.65	No	-	-	-
47	Iterative	64.5	No	-	-	-
48	DialogueGCN	64.37	No	DialogueGCN: A Graph Convolutional Neural Networ...	2019-08-30	Code
49	ERMC-DisGCN	64.18	No	-	-	-
50	BiF-AGRU	64.1	No	Real-Time Emotion Recognition via Attention Gate...	2019-11-20	Code
51	DialogueRNN	63.5	No	DialogueRNN: An Attentive RNN for Emotion Detect...	2018-11-01	Code
52	Attention-BLSTM	62.9	No	Integrating Recurrence Dynamics for Speech Emoti...	2018-11-09	Code
53	TODKAT	62.75	No	Topic-Driven and Knowledge-Aware Transformer for...	2021-06-02	-
54	KET	61.33	No	Knowledge-Enriched Transformer for Emotion Detec...	2019-09-24	Code
55	VHRED	59.56	No	Conversational Transfer Learning for Emotion Rec...	2019-10-11	Code
56	ICON	58.6	No	-	-	Code
57	bc-LSTM+Att	58.54	No	-	-	Code
58	CMN	56.19	No	-	-	Code