Metric: Macro F1 (higher is better)
| # | Model↕ | Macro F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | KEC | 81.25 | No | Neutral Utterances are Also Causes: Enhancing Co... | 2022-05-02 | Code |
| 2 | MPEG | 80.76 | No | - | - | Code |
| 3 | Window transformer | 80.53 | No | - | - | - |
| 4 | EAN | 80.24 | No | TSAM: A Two-Stream Attention Model for Causal Em... | 2022-03-02 | Code |
| 5 | KBCIN | 79.12 | No | Knowledge-Bridged Causal Interaction Network for... | 2022-12-06 | Code |
| 6 | DAM | 78.73 | No | Discourse-Aware Emotion Cause Extraction in Conv... | 2022-10-26 | - |
| 7 | MuTE-CCEE | 77.55 | No | Multi-Task Learning Framework for Extracting Emo... | 2022-11-07 | Code |
| 8 | RoBERTa Large | 77.06 | No | Recognizing Emotion Cause in Conversations | 2020-12-22 | Code |
| 9 | RoBERTa Base | 76.51 | No | Recognizing Emotion Cause in Conversations | 2020-12-22 | Code |