Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | BertForTokenClassification (Spark NLP) | 91.65 | No | - | - | Code |
| 2 | aimped | 91.08 | No | - | - | - |
| 3 | BLSTM-CNN-Char (SparkNLP) | 89.13 | No | Biomedical Named Entity Recognition at Scale | 2020-11-12 | Code |
| 4 | UniNER-7B | 88.65 | No | UniversalNER: Targeted Distillation from Large L... | 2023-08-07 | Code |
| 5 | ConNER | 83.5 | No | Enhancing Label Consistency on Document-level Na... | 2022-10-24 | Code |