Named Entity Recognition on NEWS
86.15F1 ScoreOur Proposed Variant
Evaluation Results
| Method | Links | |
|---|---|---|
| Our Proposed VariantEncoder=BERT2021.08 | 86.15 | |
| Vanilla Negative SamplingEncoder=BERT2021.08 | 85.39 | |
| Our Proposed VariantEncoder=BiLSTM2021.08 | 83.79 | |
| Vanilla Negative SamplingEncoder=BiLSTM2021.08 | 82.11 | |
| Weighted Partial CRF2021.08 | 78.64 | |
| Partial CRF2021.08 | 78.38 | |
| Positive-unlabeled (PU) Learning2021.08 | 77.98 | |
| BERT-Biaffine ModelEncoder=BERT2021.08 | 74.57 | |
| BERT-MRCEncoder=BERT2021.08 | 74.55 | |
| OursShots=5-shot2022.04 | 58.18 | |
| ProtoBERTShots=5-shot2022.04 | 50.06 | |
| OursShots=1-shot2022.04 | 46.09 | |
| L-TapNet+CDTShots=5-shot2022.04 | 45.35 | |
| L-TapNet+CDTShots=1-shot2022.04 | 44.3 | |
| ProtoBERTShots=1-shot2022.04 | 32.49 | |
| SimBERTShots=5-shot2022.04 | 32.01 | |
| Matching NetworkShots=5-shot2022.04 | 19.85 | |
| Matching NetworkShots=1-shot2022.04 | 19.5 | |
| SimBERTShots=1-shot2022.04 | 19.22 | |
| TransferBERTShots=5-shot2022.04 | 15.36 | |
| TransferBERTShots=1-shot2022.04 | 4.75 |