Sequence Labeling on Restaurant15
69.37F1 ScoreRoBERTa-BiLSTM + Global Context Mechanism
Evaluation results
| Method | Links | |
|---|---|---|
| RoBERTa-BiLSTM + Global Context MechanismBackbone=RoBERTa, Architecture Component=BiLSTM + Global Context Mechanism2023.05 | 69.37 | |
| RoBERTa-BiLSTM + CRFBackbone=RoBERTa, Architecture Component=BiLSTM + CRF2023.05 | 69.11 | |
| BiLSTM(2) (RoBERTa features)Backbone=RoBERTa, Architecture Component=BiLSTM(2)2023.05 | 69.11 | |
| RoBERTa-BiLSTMBackbone=RoBERTa, Architecture Component=BiLSTM2023.05 | 68.54 | |
| RoBERTa + CRFBackbone=RoBERTa, Architecture Component=CRF2023.05 | 68.39 | |
| RoBERTa + Global Context MechanismBackbone=RoBERTa, Architecture Component=Global Context Mechanism2023.05 | 68.34 | |
| RoBERTa-BiLSTM + self-attentionBackbone=RoBERTa, Architecture Component=BiLSTM + self-attention2023.05 | 68.34 | |
| RoBERTa + self-attentionBackbone=RoBERTa, Architecture Component=self-attention2023.05 | 68.15 | |
| RoBERTaBackbone=RoBERTa2023.05 | 66.97 | |
| RoBERTa + linearBackbone=RoBERTa, Architecture Component=linear2023.05 | 62.05 | |
| BERT-BiLSTM + CRFBackbone=BERT, Architecture Component=BiLSTM + CRF2023.05 | 61.74 | |
| BERT-BiLSTM + self-attentionBackbone=BERT, Architecture Component=BiLSTM + self-attention2023.05 | 61.72 | |
| BERT-BiLSTM + Global Context MechanismBackbone=BERT, Architecture Component=BiLSTM + Global Context Mechanism2023.05 | 61.65 | |
| BERT-BiLSTMBackbone=BERT, Architecture Component=BiLSTM2023.05 | 61.58 | |
| BERT + CRFBackbone=BERT, Architecture Component=CRF2023.05 | 60.76 | |
| BiLSTM(2) (BERT features)Backbone=BERT, Architecture Component=BiLSTM(2)2023.05 | 60.44 | |
| BERT + Global Context MechanismBackbone=BERT, Architecture Component=Global Context Mechanism2023.05 | 60.31 | |
| BERT + self-attentionBackbone=BERT, Architecture Component=self-attention2023.05 | 59.56 | |
| BERT + linearBackbone=BERT, Architecture Component=linear2023.05 | 59.13 | |
| BERTBackbone=BERT2023.05 | 57.59 |