Named Entity Recognition on Resume (test)
96.65F1 ScoreW2NER
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| W2NER2021.12 | 96.65 | 96.96 | 96.35 | |
| Clean dataMethod Category=Upper Bound2023.05 | 96.31 | — | — | |
| Ma et al. (2020)2021.12 | 96.11 | 96.08 | 96.13 | |
| CPLLType=Ours2023.05 | 96.07 | — | — | |
| BERT + MECT2021.07 | 95.98 | — | — | |
| MECT2021.07 | 95.89 | 96.4 | 95.39 | |
| Li et al. (2020b)2021.12 | 95.86 | — | — | |
| SoftLexicon (LSTM) + bicharbichar=true2021.07 | 95.74 | 95.71 | 95.77 | |
| LW lossMethod Category=PLL2023.05 | 95.64 | — | — | |
| SoftLexicon (LSTM)2021.07 | 95.53 | 95.3 | 95.77 | |
| BERT2021.07 | 95.53 | — | — | |
| Baseline2021.07 | 95.45 | — | — | |
| PLT2021.07 | 95.4 | 95.34 | 95.46 | |
| Token-level VotingMethod Category=Voting2023.05 | 95.39 | — | — | |
| LGN2021.07 | 95.37 | 95.28 | 95.46 | |
| LR-CNN2021.07 | 95.11 | 95.37 | 94.84 | |
| Gui et al. (2019)2021.12 | 95.11 | 95.37 | 94.84 | |
| Yan et al. (2019)2021.12 | 95 | — | — | |
| CAN-NER2021.07 | 94.94 | 95.05 | 94.82 | |
| PRODEN-mlpMethod Category=PLL2023.05 | 94.9 | — | — | |
| Entity-level VotingMethod Category=Voting2023.05 | 94.88 | — | — | |
| Lattice-LSTM2021.07 | 94.46 | 94.81 | 94.11 | |
| Zhang and Yang (2018)2021.12 | 94.46 | 94.81 | 94.11 | |
| Zhang and Yang (2018)Model=char-based + bichar + softword LSTM2021.07 | 94.41 | 94.53 | 94.29 | |
| Zhang and Yang (2018)Model=word-based + char + bichar LSTM2021.07 | 94.24 | 94.07 | 94.42 | |
| Zhang and Yang (2018)Model=word-based LSTM2021.07 | 93.58 | 93.72 | 93.44 | |
| Zhang and Yang (2018)Model=char-based LSTM2021.07 | 93.48 | 93.66 | 93.31 | |
| SeqcrowdMethod Category=Annotator2023.05 | 93.3 | — | — |