A web curation recipe using medical-term density filtering and LLM signal-amplifying rephrasing produces FineMed, a French medical pretraining corpus, and DoctoBERT encoders that outperform prior approaches on medical benchmarks and clinical NER.
Iz Beltagy, Kyle Lo, and Arman Cohan
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Where Does the Signal Live? A Web Data Recipe for Medical Encoder Pretraining
A web curation recipe using medical-term density filtering and LLM signal-amplifying rephrasing produces FineMed, a French medical pretraining corpus, and DoctoBERT encoders that outperform prior approaches on medical benchmarks and clinical NER.