Metric: Weighted F1 (higher is better)
| # | Model↕ | Weighted F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GraphSmile | 86.52 | No | Tracing Intricate Cues in Dialogue: Joint Graph ... | 2024-07-31 | Code |
| 2 | GraphSmile | 86.52 | No | Tracing Intricate Cues in Dialogue: Joint Graph ... | 2024-07-31 | Code |
| 3 | Joyful | 85.7 | No | Joyful: Joint Modality Fusion and Graph Contrast... | 2023-11-18 | Code |
| 4 | Joyful | 85.7 | No | Joyful: Joint Modality Fusion and Graph Contrast... | 2023-11-18 | Code |
| 5 | COGMEN | 84.5 | No | COGMEN: COntextualized GNN based Multimodal Emot... | 2022-05-05 | Code |
| 6 | COGMEN | 84.5 | No | COGMEN: COntextualized GNN based Multimodal Emot... | 2022-05-05 | Code |
| 7 | M3Net | 83.57 | No | - | - | Code |
| 8 | DialogueCRN | 81.28 | No | DialogueCRN: Contextual Reasoning Networks for E... | 2021-06-03 | Code |
| 9 | MM-DFN | 80.83 | No | MM-DFN: Multimodal Dynamic Fusion Network for Em... | 2022-03-04 | Code |
| 10 | SACL-LSTM | 80.74 | No | Supervised Adversarial Contrastive Learning for ... | 2023-06-02 | Code |
| 11 | MMGCN | 79.72 | No | MMGCN: Multimodal Fusion via Deep Graph Convolut... | 2021-07-14 | Code |
| 12 | bc-LSTM | 74.1 | No | 0/1 Deep Neural Networks via Block Coordinate De... | 2022-06-19 | - |