Emotion-Recognition-of-Conversation

paper list for emotion recognition of conversation

RNN-Based Models

• [CMN] Conversational Memory Network for Emotion Recognition in Dyadic Dialogue Videos, in NAACL 2018, [paper]
• ICON: Interactive Conversational Memory Network for Multimodal Emotion Detection, in EMNLP 2018, [paper]
• DialogueRNN: An Attentive RNN for Emotion Detection in Conversations, in AAAI 2019, [paper]
• [AGHMN] Real-Time Emotion Recognition via Attention Gated Hierarchical Memory Network, in AAAI 2020, [paper]

GNN-Based Models

• DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation, in EMNLP 2019, [paper]

• [ConGCN] Modeling both Context- and Speaker-Sensitive Dependence for Emotion Detection in Multi-speaker Conversations, in IJCAI 2019, [paper]

• [RGAT] Relation-aware Graph Attention Networks with Relational Position Encodings for Emotion Recognition in Conversations, in EMNLP 2020, [paper]

• [SumAggGIN] Summarize before Aggregate: A Global-to-local Heterogeneous Graph Inference Network for Conversational Emotion Recognition, in COLING 2020, [paper]

• [DAG-ERC] Directed Acyclic Graph Network for Conversational Emotion Recognition, in ACL 2021, [paper]

• [ERMC-DisGCN] A Discourse-Aware Graph Neural Network for Emotion Recognition in Multi-Party Conversation, in EMNLP 2021(findings), [paper]

• MuCDN: Mutual Conversational Detachment Network for Emotion Recognition in Multi-Party Conversations, in COLING 2022, [paper]

PLM-Based Models

• HiTrans: A Transformer-Based Context- and Speaker-Sensitive Model for Emotion Detection in Conversations, in COLING 2020, [paper]
• DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition, in AAAI 2021, [paper]
• CoMPM: Context Modeling with Speaker’s Pre-trained Memory Tracking for Emotion Recognition in Conversation, in NAACL 2022, [paper]
• [CoG-BART] Contrast and Generation Make BART a Good Dialogue Emotion Recognizer, in AAAI 2022, [paper]
• [HMVDM] Hierarchical and Multi-View Dependency Modelling Network for Conversation Emotion Recognition, in ICASSP 2022, [paper]

Models Based on External Knowledge

• [KET] Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations, in EMNLP 2019, [paper]
• COSMIC: COmmonSense knowledge for eMotion Identification in Conversations, in EMNLP 2020(findings), [paper]
• [KAITML] Knowledge Aware Emotion Recognition in Textual Conversations via Multi-Task Incremental Transformer, in COLING 2020, [paper]
• [TODKAT] Topic-Driven and Knowledge-Aware Transformer for Dialogue Emotion Detection, in ACL 2021, [paper]
• [KI-Net] Knowledge-Interactive Network with Sentiment Polarity Intensity-Aware Multi-Task Learning for Emotion Recognition in Conversations, in EMNLP 2021(findings), [paper]
• [CKETF] Context and Knowledge Enriched Transformer Framework for Emotion Recognition in Conversations, in IJCNN 2021, [paper]
• [SKAIG] Past, Present, and Future: Conversational Emotion Recognition through Structural Modeling of Psychological Knowledge, in EMNLP 2021(findings), [paper]
• CauAIN: Causal Aware Interaction Network for Emotion Recognition in Conversations, in IJCAI 2022, [paper]
• [CISPER] Contextual Information and Commonsense Based Prompt for Emotion Recognition in Conversation, in ECML-PKDD 2022, [paper]
• [CKE-Net] A commonsense knowledge enhanced network with retrospective loss for emotion recognition in spoken dialog, in ICASSP 2022, [paper]

Others Models

• Emotion Recognition in Conversation: Research Challenges, Datasets, and Recent Advances, in IEEE Access 2019, [paper]

• DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations, in ACL 2021, [paper]

• [HCL] Hybrid Curriculum Learning for Emotion Recognition in Conversation, in AAAI 2022, [paper]

• [SGED] Speaker-Guided Encoder-Decoder Framework for Emotion Recognition in Conversation, in IJCAI 2022, [paper]

• [SPCL-CL-ERC] Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation, in EMNLP 2022, [paper]

Commonsense Knowledge Graph

• ConceptNet 5.5: An Open Multilingual Graph of General Knowledge, in AAAI 2017, [paper]
• COMET: Commonsense Transformers for Automatic Knowledge Graph Construction, in ACL 2019, [paper]
• ATOMIC: An Atlas of Machine Commonsense for If-Then Reasoning, in AAAI 2019, [paper]

Datasets

• IEMOCAP: interactive emotional dyadic motion capture database, in SAIL 2008, [paper]
• DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset, in IJCNLP 2017, [paper]
• [EmoryNLP] Emotion Detection on TV Show Transcripts with Sequence-Based Convolutional Neural Networks, in AAAI(Workshops) 2018, [paper]
• MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations, in COLING 2019, [paper]