| A Transformer-Based Model With Self-Distillation for Multimodal Emotion Recognition in Conversations | ✓ Link | 74.08 | 73.95 | | | SDT | 2023-10-31 |
| Tracing Intricate Cues in Dialogue: Joint Graph Structure and Sentiment Dynamics for Multimodal Emotion Recognition | ✓ Link | 72.81 | 72.77 | | | GraphSmile | 2024-07-31 |
| Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances | ✓ Link | 72.596 | | | | SpeechCueLLM | 2024-07-31 |
| Multimodal Prompt Transformer with Hybrid Contrastive Learning for Emotion Recognition in Conversation | | 72.51 | 72.83 | | | MPT-HCL | 2023-10-04 |
| CKERC : Joint Large Language Models with Commonsense Knowledge for Emotion Recognition in Conversation | | 72.40 | | | | CKERC | 2024-03-12 |
| EmoCaps: Emotion Capsule based Model for Conversational Emotion Recognition | | 71.77 | | | | EmoCaps | 2022-03-25 |
| Revisiting Disentanglement and Fusion on Modality and Context in Conversational Multimodal Emotion Recognition | | 71.75 | 71.84 | | | DF-ERC | 2023-08-08 |
| InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models | ✓ Link | 71.39 | 71.68 | | | InstructERC | 2023-09-21 |
| BiosERC: Integrating Biography Speakers Supported by LLMs for ERC Tasks | ✓ Link | 71.19 | | | | BiosERC | 2024-07-05 |
| Structure-Aware Transformer for Graph Representation Learning | ✓ Link | 71.11 | | | | SAMGN | 2022-02-07 |
| CFN-ESA: A Cross-Modal Fusion Network with Emotion-Shift Awareness for Dialogue Emotion Recognition | ✓ Link | 71.04 | 70.78 | | | CFN-ESA | 2023-07-28 |
| Efficient Long-distance Latent Relation-aware Graph Neural Network for Multi-modal Emotion Recognition in Conversations | | 70.9 | 70.6 | | | ELR-GNN | 2024-06-27 |
| UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition | ✓ Link | 70.66 | 70.56 | | | UniMSE | 2022-11-21 |
| TelME: Teacher-leading Multimodal Fusion Network for Emotion Recognition in Conversation | ✓ Link | 70.48 | | | | TelME | 2024-01-16 |
| Emotion-Anchored Contrastive Learning Framework for Emotion Recognition in Conversation | ✓ Link | 70.41 | | | | EACL | 2024-03-29 |
| Long-Short Distance Graph Neural Networks and Improved Curriculum Learning for Emotion Recognition in Conversation | ✓ Link | 70.24 | | | | LSDGNN+ICL | 2025-07-21 |
| GA2MIF: Graph and Attention Based Two-Stage Multi-Source Information Fusion for Conversational Emotion Detection | ✓ Link | 70.00 | 69.75 | | | GA2MIF | 2022-07-25 |
| M2FNet: Multi-modal Fusion Network for Emotion Recognition in Conversation | | 69.86 | 69.69 | | | M2FNet | 2022-06-05 |
| Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation | ✓ Link | 69.74 | | | | SPCL-CL-ERC | 2022-10-17 |
| Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations | ✓ Link | 69.70 | 69.62 | | | SACL-LSTM (one seed) | 2023-06-02 |
| EmotionIC: emotional inertia and contagion-driven dependency modeling for emotion recognition in conversation | ✓ Link | 69.61 | 69.44 | | | EmotionIC | 2023-03-20 |
| FATRER: Full-Attention Topic Regularizer for Accurate and Robust Conversational Emotion Recognition | ✓ Link | 69.35 | 69.69 | | | FATRER | 2023-07-23 |
| Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations | ✓ Link | 69.22 | 69.08 | | | SACL-LSTM | 2023-06-02 |
| GraphCFC: A Directed Graph Based Cross-Modal Feature Complementation Approach for Multimodal Conversational Emotion Recognition | ✓ Link | 68.91 | 69.13 | | | GraphCFC | 2022-07-06 |
| Hybrid Curriculum Learning for Emotion Recognition in Conversation | | 68.73 | | | | DAG-ERC+HCL | 2021-12-22 |
| S+PAGE: A Speaker and Position-Aware Graph Neural Network Model for Emotion Recognition in Conversation | | 68.72 | | | | S+PAGE | 2021-12-23 |
| EmoBERTa: Speaker-Aware Emotion Recognition in Conversation with RoBERTa | ✓ Link | 68.57 | | | | EmoBERTa | 2021-08-26 |
| MM-DFN: Multimodal Dynamic Fusion Network for Emotion Recognition in Conversations | ✓ Link | 68.18 | 68.21 | | | MM-DFN | 2022-03-04 |
| Directed Acyclic Graph Network for Conversational Emotion Recognition | ✓ Link | 68.03 | | | | DAG-ERC | 2021-05-27 |
| Accumulating Word Representations in Multi-level Context Integration for ERC Task | ✓ Link | 67.65 | | | | AccumWR | 2023-11-06 |
| DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations | ✓ Link | 67.53 | 67.39 | | | DialogueCRN+RoBERTa | 2021-06-03 |
| Contextualized Emotion Recognition in Conversation as Sequence Tagging | | 67.1 | | | | CESTa | 2020-07-01 |
| Knowledge-Interactive Network with Sentiment Polarity Intensity-Aware Multi-Task Learning for Emotion Recognition in Conversations | | 67.00 | | 64.10 | | KI-Net | |
| Past, Present, and Future: Conversational Emotion Recognition through Structural Modeling of Psychological Knowledge | ✓ Link | 66.98 | | | | SKAIG-ERC | |
| Summarize before Aggregate: A Global-to-local Heterogeneous Graph Inference Network for Conversational Emotion Recognition | | 66.96 | | | | SumAggGIN | 2020-12-01 |
| CoMPM: Context Modeling with Speaker's Pre-trained Memory Tracking for Emotion Recognition in Conversation | ✓ Link | 66.61 | 66.76 | | | CoMPM | 2021-08-26 |
| DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations | ✓ Link | 66.33 | 66.05 | | | DialogueCRN | 2021-06-03 |
| DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition | ✓ Link | 66.2 | 66.3 | | | DialogXL | 2020-12-16 |
| M2FNet: Multi-modal Fusion Network for Emotion Recognition in Conversation | | 66.2 | 66.05 | | 66.38 | M2FNet-Text | 2022-06-05 |
| A Hierarchical Transformer with Speaker Modeling for Emotion Recognition in Conversation | ✓ Link | 65.94 | | | | TRMSM-Att | 2020-12-29 |
| COIN: Conversational Interactive Networks for Emotion Recognition in Conversation | | 65.74 | | | | COIN (w/o pretraining) | |
| Hierarchical Pre-training for Sequence Labelling in Spoken Dialog | | 65.37 | 66.05 | | | Pretrained Hierarchical Transformer | 2020-09-23 |
| COSMIC: COmmonSense knowledge for eMotion Identification in Conversations | ✓ Link | 65.30 | | | | COSMIC | 2020-10-06 |
| Relation-aware Graph Attention Networks with Relational Position Encodings for Emotion Recognition in Conversations | ✓ Link | 65.28 | | | | RGAT-ERC | |
| BiERU: Bidirectional Emotional Recurrent Unit for Conversational Sentiment Analysis | ✓ Link | 65.22 | | | | BiERU-lc | 2020-05-31 |
| HiTrans: A Transformer-Based Context- and Speaker-Sensitive Model for Emotion Detection in Conversations | | 64.65 | 66.11 | | | HiTrans | 2020-12-01 |
| An Iterative Emotion Interaction Network for Emotion Recognition in Conversations | | 64.5 | | | | Iterative | 2020-12-01 |
| DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation | ✓ Link | 64.37 | | | | DialogueGCN | 2019-08-30 |
| A Discourse-Aware Graph Neural Network for Emotion Recognition in Multi-Party Conversation | | 64.18 | 65.25 | | 63.43 | ERMC-DisGCN | |
| Real-Time Emotion Recognition via Attention Gated Hierarchical Memory Network | ✓ Link | 64.10 | | | | BiF-AGRU | 2019-11-20 |
| DialogueRNN: An Attentive RNN for Emotion Detection in Conversations | ✓ Link | 63.5 | 63.5 | | | DialogueRNN | 2018-11-01 |
| Integrating Recurrence Dynamics for Speech Emotion Recognition | ✓ Link | 62.9 | 65.9 | | | Attention-BLSTM | 2018-11-09 |
| Topic-Driven and Knowledge-Aware Transformer for Dialogue Emotion Detection | | 62.75 | 63.4 | | 60.66 | TODKAT | 2021-06-02 |
| Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations | ✓ Link | 61.33 | | 61.11 | | KET | 2019-09-24 |
| Conversational Transfer Learning for Emotion Recognition | ✓ Link | 59.56 | | | | VHRED | 2019-10-11 |
| ICON: Interactive Conversational Memory Network for Multimodal Emotion Detection | ✓ Link | 58.6 | | | | ICON | 2018-10-01 |
| Context-Dependent Sentiment Analysis in User-Generated Videos | ✓ Link | 58.54 | 59.09 | | 56.52 | bc-LSTM+Att | 2017-07-01 |
| Conversational Memory Network for Emotion Recognition in Dyadic Dialogue Videos | ✓ Link | 56.19 | 56.32 | | 54.84 | CMN | 2018-06-01 |
| Speech-Text Dialog Pre-training for Spoken Dialog Understanding with Explicit Cross-Modal Alignment | ✓ Link | | 67.94 | | | SPECTRA | 2023-05-19 |