Sequence Labeling on Laptop14
70.96F1 ScoreRoBERTa-BiLSTM + CRF
Evaluation results
| Method | Links | |
|---|---|---|
| RoBERTa-BiLSTM + CRFBackbone=RoBERTa, Architecture Component=BiLSTM + CRF2023.05 | 70.96 | |
| RoBERTa + CRFBackbone=RoBERTa, Architecture Component=CRF2023.05 | 70.78 | |
| RoBERTa + self-attentionBackbone=RoBERTa, Architecture Component=self-attention2023.05 | 69.92 | |
| RoBERTa-BiLSTM + self-attentionBackbone=RoBERTa, Architecture Component=BiLSTM + self-attention2023.05 | 69.92 | |
| RoBERTa-BiLSTMBackbone=RoBERTa, Architecture Component=BiLSTM2023.05 | 69.52 | |
| BiLSTM(2) (RoBERTa features)Backbone=RoBERTa, Architecture Component=BiLSTM(2)2023.05 | 69.43 | |
| RoBERTa + Global Context MechanismBackbone=RoBERTa, Architecture Component=Global Context Mechanism2023.05 | 69.27 | |
| RoBERTa-BiLSTM + Global Context MechanismBackbone=RoBERTa, Architecture Component=BiLSTM + Global Context Mechanism2023.05 | 69.15 | |
| RoBERTaBackbone=RoBERTa2023.05 | 68.43 | |
| RoBERTa + linearBackbone=RoBERTa, Architecture Component=linear2023.05 | 67.31 | |
| BiLSTM(2) (BERT features)Backbone=BERT, Architecture Component=BiLSTM(2)2023.05 | 62.27 | |
| BERT-BiLSTM + CRFBackbone=BERT, Architecture Component=BiLSTM + CRF2023.05 | 62.19 | |
| BERT + self-attentionBackbone=BERT, Architecture Component=self-attention2023.05 | 61.85 | |
| BERT-BiLSTM + Global Context MechanismBackbone=BERT, Architecture Component=BiLSTM + Global Context Mechanism2023.05 | 61.85 | |
| BERT-BiLSTMBackbone=BERT, Architecture Component=BiLSTM2023.05 | 61.33 | |
| BERT-BiLSTM + self-attentionBackbone=BERT, Architecture Component=BiLSTM + self-attention2023.05 | 60.77 | |
| BERT + Global Context MechanismBackbone=BERT, Architecture Component=Global Context Mechanism2023.05 | 60.35 | |
| BERT + CRFBackbone=BERT, Architecture Component=CRF2023.05 | 60.3 | |
| BERTBackbone=BERT2023.05 | 58.32 | |
| BERT + linearBackbone=BERT, Architecture Component=linear2023.05 | 58.12 |