| CKERC : Joint Large Language Models with Commonsense Knowledge for Emotion Recognition in Conversation | | 42.08 | | CKERC | 2024-03-12 |
| BiosERC: Integrating Biography Speakers Supported by LLMs for ERC Tasks | ✓ Link | 41.68 | | BiosERC | 2024-07-05 |
| InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models | ✓ Link | 41.39 | | InstructERC | 2023-09-21 |
| Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation | ✓ Link | 40.94 | | SPCL-CL-ERC | 2022-10-17 |
| Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations | ✓ Link | 40.47 | 43.19 | SACL-LSTM (one seed) | 2023-06-02 |
| EmotionIC: emotional inertia and contagion-driven dependency modeling for emotion recognition in conversation | ✓ Link | 40.25 | 44.31 | EmotionIC | 2023-03-20 |
| Emotion-Anchored Contrastive Learning Framework for Emotion Recognition in Conversation | ✓ Link | 40.24 | | EACL | 2024-03-29 |
| GRASP: Guiding model with RelAtional Semantics using Prompt for Dialogue Relation Extraction | ✓ Link | 40 | | GRASP_Large | 2022-08-26 |
| Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations | ✓ Link | 39.65 | 42.21 | SACL-LSTM | 2023-06-02 |
| Accumulating Word Representations in Multi-level Context Integration for ERC Task | ✓ Link | 39.33 | | AccumWR | 2023-11-06 |
| Graph Based Network with Contextualized Representations of Turns in Dialogue | ✓ Link | 39.24 | | TUCORE-GCN_RoBERTa | 2021-09-09 |
| S+PAGE: A Speaker and Position-Aware Graph Neural Network Model for Emotion Recognition in Conversation | | 39.14 | | S+PAGE | 2021-12-23 |
| Contrast and Generation Make BART a Good Dialogue Emotion Recognizer | ✓ Link | 39.04 | 42.58 | CoG-BART | 2021-12-21 |
| Directed Acyclic Graph Network for Conversational Emotion Recognition | ✓ Link | 39.02 | | DAG-ERC | 2021-05-27 |
| Past, Present, and Future: Conversational Emotion Recognition through Structural Modeling of Psychological Knowledge | ✓ Link | 38.88 | | SKAIG-ERC | |
| DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations | ✓ Link | 38.79 | 41.04 | DialogueCRN+RoBERTa | 2021-06-03 |
| Topic-Driven and Knowledge-Aware Transformer for Dialogue Emotion Detection | | 38.69 | 42.38 | TODKAT | 2021-06-02 |
| COSMIC: COmmonSense knowledge for eMotion Identification in Conversations | ✓ Link | 38.11 | | COSMIC | 2020-10-06 |
| The Emotion is Not One-hot Encoding: Learning with Grayscale Label for Emotion Recognition in Conversation | ✓ Link | 38 | | EmoOne-RoBERTa | 2022-06-15 |
| CoMPM: Context Modeling with Speaker's Pre-trained Memory Tracking for Emotion Recognition in Conversation | ✓ Link | 37.37 | | CoMPM | 2021-08-26 |
| HiTrans: A Transformer-Based Context- and Speaker-Sensitive Model for Emotion Detection in Conversations | | 36.75 | | HiTrans | 2020-12-01 |
| A Discourse-Aware Graph Neural Network for Emotion Recognition in Multi-Party Conversation | | 36.38 | | ERMC-DisGCN | |
| Graph Based Network with Contextualized Representations of Turns in Dialogue | ✓ Link | 36.01 | | TUCORE-GCN_BERT | 2021-09-09 |
| Multi-Task Learning with Auxiliary Speaker Identification for Conversational Emotion Recognition | | 35.92 | | BERT+MTL | 2020-03-03 |
| DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition | ✓ Link | 34.73 | | DialogXL | 2020-12-16 |
| Multi-Task Learning with Auxiliary Speaker Identification for Conversational Emotion Recognition | | 34.54 | | GloVE+MTL | 2020-03-03 |
| Relation-aware Graph Attention Networks with Relational Position Encodings for Emotion Recognition in Conversations | ✓ Link | 34.42 | | RGAT-ERC | |
| Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations | ✓ Link | 34.39 | | KET | 2019-09-24 |