Named Entity Recognition on BC5CDR Big Dict (test)
90.99F1 ScoreExisting SOTA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Existing SOTASupervision Type=Fully Supervised2022.03 | 90.99 | — | — | |
| BERTSupervision Type=Fully Supervised2022.03 | 83.88 | 79.75 | 88.46 | |
| Conf-MPUSupervision Type=Distantly Supervised, Backbone=BiLSTM2022.03 | 80.07 | 76.63 | 83.82 | |
| AutoNERSupervision Type=Distantly Supervised2022.03 | 79.99 | 82.63 | 77.52 | |
| Conf-MPUSupervision Type=Distantly Supervised, Backbone=BERT2022.03 | 77.22 | 69.79 | 86.42 | |
| BiLSTMSupervision Type=Fully Supervised2022.03 | 75.6 | 71.27 | 80.49 | |
| BERT-ESSupervision Type=Distantly Supervised, Backbone=BERT2022.03 | 73.66 | 80.43 | 67.94 | |
| MPUSupervision Type=Distantly Supervised, Backbone=BERT2022.03 | 68.22 | 56.5 | 86.05 | |
| Dict/KB MatchingSupervision Type=Distantly Supervised2022.03 | 64.32 | 86.39 | 51.24 | |
| MPUSupervision Type=Distantly Supervised, Backbone=BiLSTM2022.03 | 60.79 | 48.28 | 82.06 | |
| BNPUSupervision Type=Distantly Supervised, Backbone=BiLSTM2022.03 | 59.24 | 48.12 | 77.06 |