Named Entity Recognition on ACE04 (test)
88.72F1 ScorePromptNER
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PromptNERBackbone=RoBERTa-large2023.05 | 88.72 | 88.64 | 88.79 | |
| Table-Sequence EncodersAveraging=micro-averaged2020.10 | 88.6 | — | — | |
| BSBackbone=RoBERTa-large2023.05 | 88.52 | — | — | |
| PromptNERBackbone=BERT-large2023.05 | 88.16 | 87.58 | 88.76 | |
| PIQN2023.05 | 88.14 | 88.48 | 87.81 | |
| Baseline + BSboundary smoothing=true2022.04 | 87.98 | 88.43 | 87.53 | |
| LLCP2023.05 | 87.9 | 87.39 | 88.4 | |
| BSBackbone=BERT-large2023.05 | 87.85 | — | — | |
| Baseline2022.04 | 87.54 | 86.67 | 88.42 | |
| W2NERMethod Category=Proposed Method2021.12 | 87.52 | 87.33 | 87.71 | |
| W2NER2023.05 | 87.52 | 87.33 | 87.71 | |
| Shen et al.Method Category=Span-based2021.12 | 87.41 | 87.44 | 87.38 | |
| Shen et al.2022.04 | 87.41 | 87.44 | 87.38 | |
| Luan et al.Averaging=micro-averaged2020.10 | 87.4 | — | — | |
| Triaffine2023.05 | 87.4 | 87.13 | 87.68 | |
| Seq2Set2023.05 | 87.26 | 88.46 | 86.1 | |
| BuParser2023.05 | 86.94 | 86.6 | 87.28 | |
| UIE2023.05 | 86.89 | — | — | |
| Yan et al.Method Category=Seq2Seq2021.12 | 86.84 | 87.27 | 86.41 | |
| BARTNER2023.05 | 86.84 | 87.27 | 86.41 | |
| Yu et al.Method Category=Span-based2021.12 | 86.7 | 87.3 | 86 | |
| Yu et al.2022.04 | 86.7 | 87.3 | 86 | |
| Biaffine2023.05 | 86.7 | 87.3 | 86 | |
| Wang et al.Method Category=Span-based2021.12 | 86.28 | 86.08 | 86.48 | |
| Li et al.source=2020b2022.04 | 85.98 | 85.05 | 86.32 | |
| MRC2023.05 | 85.98 | 85.05 | 86.32 | |
| Straková et al.trained with dev split=true2022.04 | 84.4 | — | — | |
| Straková et al.Method Category=Seq2Seq2021.12 | 84.33 | — | — | |
| Li et al.Averaging=micro-averaged2020.10 | 83.6 | — | — | |
| Miwa and BansalAveraging=micro-averaged2020.10 | 81.8 | — | — | |
| Bekoulis et al.Averaging=micro-averaged2020.10 | 81.6 | — | — | |
| Bekoulis et al.Averaging=micro-averaged2020.10 | 81.2 | — | — | |
| Li and JiAveraging=micro-averaged2020.10 | 79.7 | — | — | |
| Katiyar and CardieAveraging=micro-averaged2020.10 | 79.6 | — | — | |
| Wang and LuMethod Category=Hypergraph-based2021.12 | 75.1 | 78 | 72.4 | |
| Katiyar and Cardie2022.04 | 72.7 | 73.6 | 71.8 |