Metric: Macro F1 (higher is better)
| # | Model↕ | Macro F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EmoOne-RoBERTa | 55.84 | No | The Emotion is Not One-hot Encoding: Learning wi... | 2022-06-15 | Code |
| 2 | EmotionIC | 54.19 | No | EmotionIC: emotional inertia and contagion-drive... | 2023-03-20 | Code |
| 3 | CoMPM | 53.15 | No | CoMPM: Context Modeling with Speaker's Pre-train... | 2021-08-26 | Code |
| 4 | SKAIG-ERC | 51.95 | No | - | - | Code |
| 5 | CD-ERC+FFP | 51.89 | No | Fuzzy Fingerprinting Transformer Language-Models... | 2023-09-08 | - |
| 6 | CD-ERC | 51.23 | No | Context-Dependent Embedding Utterance Representa... | 2023-04-17 | Code |
| 7 | COSMIC | 51.05 | No | COSMIC: COmmonSense knowledge for eMotion Identi... | 2020-10-06 | Code |