Emotion Recognition In Conversation On 4

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Weighted-F1

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Modellname	Weighted-F1	Paper Title	Repository
GloVE+MTL	34.54	Multi-Task Learning with Auxiliary Speaker Identification for Conversational Emotion Recognition	-
AccumWR	39.33	Accumulating Word Representations in Multi-level Context Integration for ERC Task
RGAT-ERC	34.42	Relation-aware Graph Attention Networks with Relational Position Encodings for Emotion Recognition in Conversations
SKAIG-ERC	38.88	Past, Present, and Future: Conversational Emotion Recognition through Structural Modeling of Psychological Knowledge	-
EmoOne-RoBERTa	38	The Emotion is Not One-hot Encoding: Learning with Grayscale Label for Emotion Recognition in Conversation
GRASP_Large	40	GRASP: Guiding model with RelAtional Semantics using Prompt for Dialogue Relation Extraction
SPCL-CL-ERC	40.94	Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation
DialogueCRN+RoBERTa	38.79	DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations
SACL-LSTM (one seed)	40.47	Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations
HiTrans	36.75	HiTrans: A Transformer-Based Context- and Speaker-Sensitive Model for Emotion Detection in Conversations	-
TUCORE-GCN_RoBERTa	39.24	Graph Based Network with Contextualized Representations of Turns in Dialogue
EACL	40.24	Emotion-Anchored Contrastive Learning Framework for Emotion Recognition in Conversation
TODKAT	38.69	Topic-Driven and Knowledge-Aware Transformer for Dialogue Emotion Detection	-
KET	34.39	Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations
CKERC	42.08	CKERC : Joint Large Language Models with Commonsense Knowledge for Emotion Recognition in Conversation	-
EmotionIC	40.25	EmotionIC: emotional inertia and contagion-driven dependency modeling for emotion recognition in conversation
TUCORE-GCN_BERT	36.01	Graph Based Network with Contextualized Representations of Turns in Dialogue
InstructERC	41.39	InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models
DialogXL	34.73	DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition
COSMIC	38.11	COSMIC: COmmonSense knowledge for eMotion Identification in Conversations

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