Nested Named Entity Recognition on KBP English 2017 (test)
89.42PrecisionTriaffine
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TriaffineEncoder=ALBERT2021.10 | 89.42 | 85.22 | 87.27 | |
| DSpERTreporting_metric=best2022.10 | 87.37 | 87.93 | 87.65 | |
| DSpERTreporting_metric=average2022.10 | 87 | 87.33 | 87.16 | |
| TriaffineEncoder=BERT2021.10 | 86.5 | 83.65 | 85.05 | |
| PIQNBackbone=bert-base2022.03 | 85.67 | 83.37 | 84.5 | |
| Shen et al. (2022)2022.10 | 85.67 | 83.37 | 84.5 | |
| Locate and LabelBackbone=BERT + GloVe2021.05 | 85.46 | 82.67 | 84.05 | |
| Shen et al. (2021a)2022.03 | 85.46 | 82.67 | 84.05 | |
| Locate and LabelEncoder=BERT2021.10 | 85.46 | 82.67 | 84.05 | |
| Shen et al. (2021)2022.10 | 85.46 | 82.67 | 84.05 | |
| Sequence-to-Set Networkbackbone=BERT-Large2021.05 | 84.91 | 83.04 | 83.96 | |
| Tan et al. (2021)2022.03 | 84.91 | 83.04 | 83.96 | |
| Sequence to SetEncoder=BERT2021.10 | 84.91 | 83.04 | 83.96 | |
| Li et al. (2020b)2022.10 | 82.33 | 77.61 | 80.97 | |
| Li et al.year=20202021.05 | 80.97 | 81.12 | 80.97 | |
| Li et al.suffix=2020b2021.05 | 80.97 | 81.12 | 80.97 | |
| Li et al. (2020b)2022.03 | 80.97 | 81.12 | 80.97 | |
| Lin et al.year=20192021.05 | 77.7 | 71.8 | 74.6 | |
| Lin et al.2021.05 | 77.7 | 71.8 | 74.6 | |
| Lin et al. (2019)2022.03 | 77.7 | 71.8 | 74.6 | |
| ARNEncoder=LSTM2021.10 | 77.7 | 71.8 | 74.6 | |
| Luo and Zhaoyear=20202021.05 | 77.1 | 74.3 | 75.6 | |
| Luo and Zhao2021.05 | 77.1 | 74.3 | 75.6 | |
| Luo and Zhao (2020)2022.03 | 77.1 | 74.3 | 75.6 | |
| BiFlagEncoder=LSTM2021.10 | 77.1 | 74.3 | 75.6 | |
| Ji et al.year=20172021.05 | 76.2 | 73 | 72.8 | |
| Ji et al.2021.05 | 76.2 | 73 | 72.8 | |
| Ji et al. (2017)2022.03 | 76.2 | 73 | 72.8 |