Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | BertForTokenClassification (Spark NLP) | 94.39 | No | - | - | Code |
| 2 | BLSTM-CNN-Char (SparkNLP) | 93.72 | No | Biomedical Named Entity Recognition at Scale | 2020-11-12 | Code |
| 3 | BERN2 | 92.8 | No | BERN2: an advanced neural biomedical named entit... | 2022-01-06 | Code |
| 4 | aimped | 92.45 | No | - | - | - |
| 5 | BERN | 91.2 | No | - | - | Code |
| 6 | Att-BiLSTM-CRF | 91.14 | No | - | - | Code |
| 7 | UniNER-7B | 89.21 | No | UniversalNER: Targeted Distillation from Large L... | 2023-08-07 | Code |