Case Decision Prediction on ILDC multi
77.84Macro PrecisionXLNet + CNN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| XLNet + CNNModel Category=Hierarchical Models2021.05 | 77.84 | 77.21 | 77.53 | 77.24 | |
| XLNet + BiGRUModel Category=Hierarchical Models2021.05 | 77.8 | 77.78 | 77.79 | 77.78 | |
| XLNet + BiGRU + att.Model Category=Hierarchical Models with Attention2021.05 | 77.32 | 76.82 | 77.07 | 77.01 | |
| ROBERTa + BiGRU + att.Model Category=Hierarchical Models with Attention2021.05 | 75.89 | 74.88 | 75.38 | 74.91 | |
| ROBERTa + BiGRUModel Category=Hierarchical Models2021.05 | 75.13 | 74.3 | 74.71 | 74.33 | |
| ROBERTa + CNNModel Category=Hierarchical Models2021.05 | 74.74 | 73.17 | 73.95 | 73.22 | |
| ROBERTaModel Category=Transformer Models2021.05 | 72.25 | 71.31 | 71.77 | 71.26 | |
| XLNetModel Category=Transformer Models2021.05 | 72.09 | 70.07 | 71.07 | 70.01 | |
| BERT + CNNModel Category=Hierarchical Models2021.05 | 71.68 | 70.17 | 70.92 | 70.12 | |
| BERT + BiGRU + att.Model Category=Hierarchical Models with Attention2021.05 | 71.31 | 70.98 | 71.14 | 71.26 | |
| BERT + BiGRUModel Category=Hierarchical Models2021.05 | 70.98 | 70.42 | 70.69 | 70.38 | |
| BERT BaseModel Category=Transformer Models, Variant=Entry 52021.05 | 69.33 | 67.31 | 68.31 | 67.24 | |
| GloVe + BiGRU + att.Model Category=Sequential Models2021.05 | 68.26 | 60.87 | 64.35 | 60.75 | |
| BERT BaseModel Category=Transformer Models, Variant=Entry 22021.05 | 67.54 | 62.22 | 64.77 | 62.1 | |
| BERT BaseModel Category=Transformer Models, Variant=Entry 32021.05 | 67.24 | 63.85 | 65.5 | 63.74 | |
| BERT BaseModel Category=Transformer Models, Variant=Entry 42021.05 | 66.12 | 60.58 | 63.23 | 60.45 | |
| DistillBERTModel Category=Transformer Models2021.05 | 65.21 | 64.26 | 64.73 | 64.21 | |
| Doc2Vec + LRModel Category=Classical Models2021.05 | 63.03 | 61 | 62 | 60.91 | |
| Sent2vec + BiGRU + att.Model Category=Sequential Models2021.05 | 60.98 | 58.4 | 59.66 | 58.31 | |
| BERT BaseModel Category=Transformer Models, Variant=Entry 12021.05 | 60.56 | 57.64 | 59.06 | 57.65 | |
| HANModel Category=Sequential Models2021.05 | 59.96 | 59.57 | 59.77 | 59.53 | |
| Sent2vec + LRModel Category=Classical Models2021.05 | 57.19 | 55.55 | 56.36 | 55.44 | |
| Doc2vec + BiGRU + att.Model Category=Sequential Models2021.05 | 57.18 | 56.03 | 56.6 | 57.44 |