Table 4.
Medication mention extraction performance on the CMED test set.
Model | Span level |
Token level |
||||
---|---|---|---|---|---|---|
P | R | F1 | P | R | F1 | |
FABLE | 0.874 | 0.950 | 0.910 | 0.961 | 0.861 | 0.909 |
BioBERT | 0.952 | 0.951 | 0.951 | 0.960 | 0.958 | 0.959 † |
Clinical BERT | 0.934 | 0.957 | 0.945 | 0.952 | 0.961 | 0.956† |
BlueBERT | 0.925 | 0.938 | 0.931 | 0.951 | 0.947 | 0.949† |
PubMedBERT | 0.925 | 0.958 | 0.941 | 0.941 | 0.963 | 0.952† |
The highest F1 is bolded.
indicates performance significance compared to FABLE. .