Sequence Labeling on Restaurant 14
78.45F1 ScoreRoBERTa + self-attention
Evaluation results
| Method | Links | |
|---|---|---|
| RoBERTa + self-attentionBackbone=RoBERTa, Architecture Component=self-attention2023.05 | 78.45 | |
| RoBERTa-BiLSTM + Global Context MechanismBackbone=RoBERTa, Architecture Component=BiLSTM + Global Context Mechanism2023.05 | 78.29 | |
| RoBERTa + Global Context MechanismBackbone=RoBERTa, Architecture Component=Global Context Mechanism2023.05 | 78.17 | |
| RoBERTa-BiLSTM + CRFBackbone=RoBERTa, Architecture Component=BiLSTM + CRF2023.05 | 77.89 | |
| RoBERTa-BiLSTM + self-attentionBackbone=RoBERTa, Architecture Component=BiLSTM + self-attention2023.05 | 77.88 | |
| RoBERTa-BiLSTMBackbone=RoBERTa, Architecture Component=BiLSTM2023.05 | 77.52 | |
| RoBERTaBackbone=RoBERTa2023.05 | 77.38 | |
| RoBERTa + CRFBackbone=RoBERTa, Architecture Component=CRF2023.05 | 77.16 | |
| BiLSTM(2) (RoBERTa features)Backbone=RoBERTa, Architecture Component=BiLSTM(2)2023.05 | 76.94 | |
| RoBERTa + linearBackbone=RoBERTa, Architecture Component=linear2023.05 | 76.33 | |
| BERT-BiLSTM + Global Context MechanismBackbone=BERT, Architecture Component=BiLSTM + Global Context Mechanism2023.05 | 75.31 | |
| BERT-BiLSTMBackbone=BERT, Architecture Component=BiLSTM2023.05 | 74 | |
| BERT-BiLSTM + self-attentionBackbone=BERT, Architecture Component=BiLSTM + self-attention2023.05 | 73.35 | |
| BERT-BiLSTM + CRFBackbone=BERT, Architecture Component=BiLSTM + CRF2023.05 | 73.1 | |
| BiLSTM(2) (BERT features)Backbone=BERT, Architecture Component=BiLSTM(2)2023.05 | 73.09 | |
| BERT + CRFBackbone=BERT, Architecture Component=CRF2023.05 | 72.76 | |
| BERT + Global Context MechanismBackbone=BERT, Architecture Component=Global Context Mechanism2023.05 | 72.45 | |
| BERT + self-attentionBackbone=BERT, Architecture Component=self-attention2023.05 | 72.33 | |
| BERTBackbone=BERT2023.05 | 71.75 | |
| BERT + linearBackbone=BERT, Architecture Component=linear2023.05 | 70.19 |