Metric: Neg. F1 (higher is better)
| # | Model↕ | Neg. F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Window transformer | 97.69 | No | - | - | - |
| 2 | KEC | 95.74 | No | Neutral Utterances are Also Causes: Enhancing Co... | 2022-05-02 | Code |
| 3 | EAN | 90.48 | No | TSAM: A Two-Stream Attention Model for Causal Em... | 2022-03-02 | Code |
| 4 | MPEG | 90.35 | No | - | - | Code |
| 5 | KBCIN | 89.65 | No | Knowledge-Bridged Causal Interaction Network for... | 2022-12-06 | Code |
| 6 | DAM | 89.55 | No | Discourse-Aware Emotion Cause Extraction in Conv... | 2022-10-26 | - |
| 7 | RoBERTa Base | 88.74 | No | Recognizing Emotion Cause in Conversations | 2020-12-22 | Code |
| 8 | RoBERTa Large | 87.89 | No | Recognizing Emotion Cause in Conversations | 2020-12-22 | Code |
| 9 | MuTE-CCEE | 85.9 | No | Multi-Task Learning Framework for Extracting Emo... | 2022-11-07 | Code |