A schematic illustration of the basic RAG workflow applied to answering a user question in the medical domain.

<p>A schematic illustration of the basic RAG workflow applied to answering a user question in the medical domain.</p>

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Bibliographic Details
Main Author:	Lameck Mbangula Amugongo (21526529) (author)
Other Authors:	Pietro Mascheroni (8931413) (author), Steven Brooks (718809) (author), Stefan Doering (3092970) (author), Jan Seidel (1353843) (author)
Published:	2025
Subjects:	Medicine Genetics Molecular Biology Biotechnology Immunology Developmental Biology Cancer Plant Biology Biological Sciences not elsewhere classified solve complex tasks external knowledge sources demonstrated promising capabilities large language models standardised evaluation frameworks including naive rag based approaches employed retrieval augmented generation evaluation frameworks proprietary models employed rag based applications training data systematic understanding synthesis shows review aims rag methodologies rag applications often outdated modular rag existing literature ethical challenges ensure responsible effective adoption different steps critical sectors clinical setting assessing rag ai systems advanced rag
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