Biomedical text normalization through generative modeling
We find that retrieval-focused approaches overcome traditional LLM limitations for this task. RAGnorm and related retrieval techniques should be explored further for the normalization of biomedical free text.
Authors
- Yasaman Fatapour (ORCID: https://orcid.org/0000-0001-8660-1621)
- Apoorva Srinivasan
- Nicholas P. Tatonetti (ORCID: https://orcid.org/0000-0002-2700-2597)
- Jose Miguel Acitores Cortina (ORCID: https://orcid.org/0009-0007-0361-9334)
- Jacob Berkowitz
Institutions
- Cedars-Sinai Medical Center (US)
Publication Details
- Journal
- Journal of Biomedical Informatics
- Published
- 2025-05-15
- DOI
- https://doi.org/10.1016/j.jbi.2025.104850
- Citations
- 2
- Primary Topic
- Topic Modeling
- Type
- article
- Field-Weighted Citation Impact
- 4.96
Funders
- National Institute of General Medical Sciences