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cs.CL2026
Assessing Large Language Models for Medical QA: Zero-Shot and LLM-as-a-Judge Evaluation
Shefayat E Shams Adib, Ahmed Alfey Sani, Ekramul Alam Esham +2
Recently, Large Language Models (LLMs) have gained significant traction in medical domain, especially in developing a QA systems to Medical QA systems for enhancing access to healt…
cs.CL2025
Faithful Summarization of Consumer Health Queries: A Cross-Lingual Framework with LLMs
Ajwad Abrar, Nafisa Tabassum Oeshy, Prianka Maheru +2
Summarizing consumer health questions (CHQs) can ease communication in healthcare, but unfaithful summaries that misrepresent medical details pose serious risks. We propose a frame…
cs.CL2025
BanglaMedQA and BanglaMMedBench: Evaluating Retrieval-Augmented Generation Strategies for Bangla Biomedical Question Answering
Sadia Sultana, Saiyma Sittul Muna, Mosammat Zannatul Samarukh +2
Developing accurate biomedical Question Answering (QA) systems in low-resource languages remains a major challenge, limiting equitable access to reliable medical knowledge. This pa…