AIResearch

Multi-Entity Biomedical NER with Distant Supervision

Cover
  • Comparing Training Strategies for Schema Expansion toward Virus-Centric Drug Repurposing.
NERDistant SupervisionBiomedicalBERTDrug Repurposing
Status
Research
Date
Jun 2026
Role
Researcher and Developer

About

BC5CDR ships with two entity types: Chemical and Disease. For virus-centric drug repurposing the model also needs Virus and Gene. This project expands the entity schema by attaching distant-supervision silver labels to a scraped PubMed corpus, then compares several ways of mixing the original gold data with the noisier silver data so that a single biomedical NER model recognises all four entity types at once.

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