Metric: Pos. F1 (higher is better)
| # | Model↕ | Pos. F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MPEG | 71.18 | No | - | - | Code |
| 2 | EAN | 70 | No | TSAM: A Two-Stream Attention Model for Causal Em... | 2022-03-02 | Code |
| 3 | MuTE-CCEE | 69.2 | No | Multi-Task Learning Framework for Extracting Emo... | 2022-11-07 | Code |
| 4 | KBCIN | 68.59 | No | Knowledge-Bridged Causal Interaction Network for... | 2022-12-06 | Code |
| 5 | DAM | 67.91 | No | Discourse-Aware Emotion Cause Extraction in Conv... | 2022-10-26 | - |
| 6 | KEC | 66.76 | No | Neutral Utterances are Also Causes: Enhancing Co... | 2022-05-02 | Code |
| 7 | RoBERTa Large | 66.23 | No | Recognizing Emotion Cause in Conversations | 2020-12-22 | Code |
| 8 | RoBERTa Base | 64.28 | No | Recognizing Emotion Cause in Conversations | 2020-12-22 | Code |
| 9 | Window transformer | 63.1 | No | - | - | - |