Sequence Labeling on Restaurant 16
77.3F1 ScoreRoBERTa-BiLSTM + Global Context Mechanism
Evaluation results
| Method | Links | |
|---|---|---|
| RoBERTa-BiLSTM + Global Context MechanismBackbone=RoBERTa, Architecture Component=BiLSTM + Global Context Mechanism2023.05 | 77.3 | |
| RoBERTa + CRFBackbone=RoBERTa, Architecture Component=CRF2023.05 | 76.9 | |
| RoBERTa-BiLSTMBackbone=RoBERTa, Architecture Component=BiLSTM2023.05 | 76.9 | |
| RoBERTa-BiLSTM + CRFBackbone=RoBERTa, Architecture Component=BiLSTM + CRF2023.05 | 76.9 | |
| RoBERTa + self-attentionBackbone=RoBERTa, Architecture Component=self-attention2023.05 | 76.67 | |
| RoBERTa + Global Context MechanismBackbone=RoBERTa, Architecture Component=Global Context Mechanism2023.05 | 76.2 | |
| RoBERTa-BiLSTM + self-attentionBackbone=RoBERTa, Architecture Component=BiLSTM + self-attention2023.05 | 76.01 | |
| RoBERTaBackbone=RoBERTa2023.05 | 75.47 | |
| BiLSTM(2) (RoBERTa features)Backbone=RoBERTa, Architecture Component=BiLSTM(2)2023.05 | 74.36 | |
| RoBERTa + linearBackbone=RoBERTa, Architecture Component=linear2023.05 | 72.43 | |
| BERT-BiLSTM + self-attentionBackbone=BERT, Architecture Component=BiLSTM + self-attention2023.05 | 71.59 | |
| BERT + CRFBackbone=BERT, Architecture Component=CRF2023.05 | 71.47 | |
| BERT-BiLSTMBackbone=BERT, Architecture Component=BiLSTM2023.05 | 71.47 | |
| BERT-BiLSTM + CRFBackbone=BERT, Architecture Component=BiLSTM + CRF2023.05 | 71.41 | |
| BERT + Global Context MechanismBackbone=BERT, Architecture Component=Global Context Mechanism2023.05 | 70.98 | |
| BERT-BiLSTM + Global Context MechanismBackbone=BERT, Architecture Component=BiLSTM + Global Context Mechanism2023.05 | 70.76 | |
| BERT + self-attentionBackbone=BERT, Architecture Component=self-attention2023.05 | 70.39 | |
| BiLSTM(2) (BERT features)Backbone=BERT, Architecture Component=BiLSTM(2)2023.05 | 67.9 | |
| BERTBackbone=BERT2023.05 | 66.93 | |
| BERT + linearBackbone=BERT, Architecture Component=linear2023.05 | 66.46 |