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Emotion Recognition In Conversation On 4

評価指標

Weighted-F1

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名
Weighted-F1
Paper TitleRepository
GloVE+MTL34.54Multi-Task Learning with Auxiliary Speaker Identification for Conversational Emotion Recognition-
AccumWR39.33Accumulating Word Representations in Multi-level Context Integration for ERC Task-
RGAT-ERC34.42Relation-aware Graph Attention Networks with Relational Position Encodings for Emotion Recognition in Conversations-
SKAIG-ERC38.88Past, Present, and Future: Conversational Emotion Recognition through Structural Modeling of Psychological Knowledge-
EmoOne-RoBERTa38The Emotion is Not One-hot Encoding: Learning with Grayscale Label for Emotion Recognition in Conversation
GRASP_Large40GRASP: Guiding model with RelAtional Semantics using Prompt for Dialogue Relation Extraction
SPCL-CL-ERC40.94Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation
DialogueCRN+RoBERTa38.79DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations
SACL-LSTM (one seed)40.47Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations
HiTrans36.75HiTrans: A Transformer-Based Context- and Speaker-Sensitive Model for Emotion Detection in Conversations-
TUCORE-GCN_RoBERTa39.24Graph Based Network with Contextualized Representations of Turns in Dialogue
EACL40.24Emotion-Anchored Contrastive Learning Framework for Emotion Recognition in Conversation
TODKAT38.69Topic-Driven and Knowledge-Aware Transformer for Dialogue Emotion Detection-
KET34.39Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations
CKERC42.08LaERC-S: Improving LLM-based Emotion Recognition in Conversation with Speaker Characteristics-
EmotionIC40.25EmotionIC: emotional inertia and contagion-driven dependency modeling for emotion recognition in conversation
TUCORE-GCN_BERT36.01Graph Based Network with Contextualized Representations of Turns in Dialogue
InstructERC41.39InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models
DialogXL34.73DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition
COSMIC38.11COSMIC: COmmonSense knowledge for eMotion Identification in Conversations
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