Emotion Recognition on EmoryNLP

Metric: Weighted-F1 (higher is better)

LeaderboardDataset

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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