Named Entity Recognition on MSRA
96.01F1 ScoreKnowCoder-X
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| KnowCoder-XEvaluation Protocol=Supervised2024.11 | 96.01 | — | — | |
| YAYI-UIEEvaluation Protocol=Supervised2024.11 | 95.97 | — | — | |
| Glyce+BERTincorporates_glyph=true2019.01 | 95.54 | 95.57 | 95.51 | |
| Li et al. (2022a)setting=reproduced2023.05 | 94.97 | 94.88 | 95.06 | |
| BERTEvaluation Protocol=Supervised2024.11 | 94.95 | — | — | |
| DIFFUSIONNER2023.05 | 94.91 | 95.71 | 94.11 | |
| BERT2019.01 | 94.8 | 94.97 | 94.62 | |
| NFLATLexicon=YJ Lexicon2022.05 | 94.55 | 94.92 | 94.19 | |
| FLATLexicon=YJ Lexicon2022.05 | 94.12 | — | — | |
| SoftLexiconLexicon=YJ Lexicon2022.05 | 94.06 | 94.73 | 93.4 | |
| Lattice-LSTM+Glyceincorporates_glyph=true2019.01 | 93.89 | 93.86 | 93.92 | |
| WC-LSTMLexicon=YJ Lexicon2022.05 | 93.74 | 94.58 | 92.91 | |
| LR-CNNLexicon=YJ Lexicon2022.05 | 93.71 | 94.5 | 92.93 | |
| LGNLexicon=YJ Lexicon2022.05 | 93.46 | 94.19 | 92.73 | |
| PLTELexicon=YJ Lexicon2022.05 | 93.26 | 94.25 | 92.3 | |
| Lattice-LSTM2019.01 | 93.18 | 93.57 | 92.79 | |
| Lattice-LSTMLexicon=YJ Lexicon2022.05 | 93.18 | 93.57 | 92.79 | |
| CAN-NEREmbeddings=100d pre-trained character and bigram2019.11 | 92.97 | — | — | |
| TENERScaled Attention=false2019.11 | 92.74 | — | — | |
| TENERLexicon=YJ Lexicon2022.05 | 92.74 | — | — | |
| Yan et al. (2019)2023.05 | 92.74 | — | — | |
| Li et al. (2020)setting=reproduced2023.05 | 92.63 | 91.98 | 93.29 | |
| B2NEREvaluation Protocol=Supervised2024.11 | 92.22 | — | — | |
| BiLSTM2019.11 | 91.87 | — | — | |
| CRF-LSTM2019.01 | 91.87 | 92.97 | 90.8 | |
| TENERScaled Attention=true2019.11 | 91.67 | — | — | |
| Shen et al. (2021)2023.05 | 91.46 | 92.2 | 90.72 | |
| Transformer2019.11 | 88.35 | — | — | |
| IEPILEEvaluation Protocol=Supervised2024.11 | 87.99 | — | — |