Named Entity Recognition on WeiboNER
72.66F1 ScoreZhu and Li (2022)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Zhu and Li (2022)2022.10 | 72.66 | 70.16 | 75.36 | |
| DSPERTScore type=Best score2022.10 | 72.64 | 74.56 | 70.81 | |
| Li et al. (2022)Score type=Average score2022.10 | 72.32 | 70.84 | 73.87 | |
| BERT-BiLSTM + Global Context MechanismBackbone=BERT, Architecture Component=BiLSTM + Global Context Mechanism2023.05 | 72.08 | — | — | |
| DSPERTScore type=Average score2022.10 | 71.3 | 71.09 | 71.58 | |
| RoBERTa + Global Context MechanismBackbone=RoBERTa, Architecture Component=Global Context Mechanism2023.05 | 71.17 | — | — | |
| BERT-BiLSTM + CRFBackbone=BERT, Architecture Component=BiLSTM + CRF2023.05 | 70.86 | — | — | |
| Ma et al. (2020)2022.10 | 70.5 | — | — | |
| Wu et al. (2021)2022.10 | 70.43 | — | — | |
| RoBERTa-BiLSTM + Global Context MechanismBackbone=RoBERTa, Architecture Component=BiLSTM + Global Context Mechanism2023.05 | 70.3 | — | — | |
| RoBERTa-BiLSTMBackbone=RoBERTa, Architecture Component=BiLSTM2023.05 | 70.28 | — | — | |
| RoBERTa + CRFBackbone=RoBERTa, Architecture Component=CRF2023.05 | 70.15 | — | — | |
| RoBERTaBackbone=RoBERTa2023.05 | 69.88 | — | — | |
| BERTBackbone=BERT2023.05 | 69.69 | — | — | |
| BERT-BiLSTMBackbone=BERT, Architecture Component=BiLSTM2023.05 | 69.53 | — | — | |
| BiLSTM(2) (BERT features)Backbone=BERT, Architecture Component=BiLSTM(2)2023.05 | 69.53 | — | — | |
| RoBERTa + linearBackbone=RoBERTa, Architecture Component=linear2023.05 | 69.01 | — | — | |
| BiLSTM(2) (RoBERTa features)Backbone=RoBERTa, Architecture Component=BiLSTM(2)2023.05 | 69.01 | — | — | |
| BERT + Global Context MechanismBackbone=BERT, Architecture Component=Global Context Mechanism2023.05 | 69 | — | — | |
| RoBERTa + self-attentionBackbone=RoBERTa, Architecture Component=self-attention2023.05 | 68.9 | — | — | |
| RoBERTa-BiLSTM + self-attentionBackbone=RoBERTa, Architecture Component=BiLSTM + self-attention2023.05 | 68.89 | — | — | |
| BERT + CRFBackbone=BERT, Architecture Component=CRF2023.05 | 68.72 | — | — | |
| Li et al. (2020a)2022.10 | 68.55 | — | — | |
| RoBERTa-BiLSTM + CRFBackbone=RoBERTa, Architecture Component=BiLSTM + CRF2023.05 | 68.11 | — | — | |
| BERT-BiLSTM + self-attentionBackbone=BERT, Architecture Component=BiLSTM + self-attention2023.05 | 67.81 | — | — | |
| BERT + self-attentionBackbone=BERT, Architecture Component=self-attention2023.05 | 67.72 | — | — | |
| BERT + linearBackbone=BERT, Architecture Component=linear2023.05 | 64.35 | — | — |