Case Decision Prediction on ILDC single
0.7685Macro PrecisionXLNet + BiGRU
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| XLNet + BiGRUModel Category=Hierarchical concatenated model with attention2021.05 | 0.7685 | 0.7631 | 0.7655 | 0.7632 | |
| XLNet + BiGRU + att.Model Category=Hierarchical Models with Attention2021.05 | 0.7526 | 0.7522 | 0.7525 | 0.7522 | |
| XLNet + BiGRUModel Category=Hierarchical Models2021.05 | 0.7511 | 0.7506 | 0.7509 | 0.7506 | |
| ROBERTa + BiGRU + att.Model Category=Hierarchical Models with Attention2021.05 | 0.7339 | 0.7266 | 0.7302 | 0.7269 | |
| ROBERTa + BiGRUModel Category=Hierarchical Models2021.05 | 0.7324 | 0.7293 | 0.7309 | 0.7295 | |
| BERT + BiGRU + att.Model Category=Hierarchical Models with Attention2021.05 | 0.683 | 0.6205 | 0.6503 | 0.6193 | |
| ROBERTaModel Category=Transformers Voting Ensemble2021.05 | 0.682 | 0.6255 | 0.6526 | 0.6243 | |
| XLNetModel Category=Transformers Voting Ensemble2021.05 | 0.6784 | 0.6007 | 0.6372 | 0.5992 | |
| GloVe + BiGRU + att.Model Category=Sequential Models2021.05 | 0.6692 | 0.623 | 0.6453 | 0.622 | |
| BERT + BiGRUModel Category=Hierarchical Models2021.05 | 0.6528 | 0.6395 | 0.6427 | 0.6389 | |
| Catchphrases + Sent2Vec + BiGRU + att.Model Category=Sequential Models2021.05 | 0.619 | 0.6013 | 0.61 | 0.6006 | |
| Sent2vec + BiGRU+ att.Model Category=Sequential Models2021.05 | 0.6005 | 0.558 | 0.5785 | 0.5567 | |
| Doc2vec + BiGRU + att.Model Category=Sequential Models2021.05 | 0.5807 | 0.5744 | 0.5775 | 0.5923 | |
| HANModel Category=Sequential Models2021.05 | 0.5764 | 0.5556 | 0.5658 | 0.5544 |