Evaluation of a Retrieval-Augmented Generation Chatbot for Antimicrobial Resistance Research: Comparative Analysis of Large Language Models
A RAG-based chatbot can effectively support AMR research by delivering accurate, context-grounded, and scalable access to scientific literature. The comparative evaluation highlights trade-offs between performance, cost, and speed, guiding the selection of LLM architectures for clinical and research settings. Future work will focus on integrating language-specific embeddings and specialized domain agents to further enhance accuracy, adaptability, and clinical use.
Authors
- Óscar Escudero-Arnanz (ORCID: https://orcid.org/0000-0002-5632-1212)
- Cristina Soguero-Ruíz (ORCID: https://orcid.org/0000-0001-5817-989X)
- Manuel Eduardo Valero-Méndez
- Noelia Sánchez-Ramos
Institutions
- Universidad Rey Juan Carlos (ES)
Publication Details
- Journal
- JMIR AI
- Published
- 2025-10-24
- DOI
- https://doi.org/10.2196/83206
- Primary Topic
- Innovative Microfluidic and Catalytic Techniques Innovation
- Type
- article
- Field-Weighted Citation Impact
- 0.00