Drug Named Entity Recognition on i2b2 2009
93.2F1 ScoreFully supervised BioBERT (FS)
Evaluation results
| Method | Links | |
|---|---|---|
| Fully supervised BioBERT (FS)Supervision Source=Hand-labeled2020.08 | 93.2 | |
| SOTASupervision Source=Hand-labeled2020.08 | 91.4 | |
| Weakly supervised BioBERT (WS)Supervision Source=Ontologies + Task-specific Rules, LFs=272020.08 | 88.3 | |
| Label Model (LM)Supervision Source=Ontologies + Task-specific Rules, LFs=272020.08 | 85.8 | |
| Majority Vote (MV)Supervision Source=Ontologies + Task-specific Rules, LFs=272020.08 | 82.2 | |
| Weakly supervised BioBERT (WS)Supervision Source=Ontologies, LFs=162020.08 | 79.2 | |
| Label Model (LM)Supervision Source=Ontologies, LFs=162020.08 | 78.6 | |
| Majority Vote (MV)Supervision Source=Ontologies, LFs=162020.08 | 75.3 |