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Shreyas Bharadwaj B. M

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Review Open access Aug 2026

Large Language Models Hallucinate and How Retrieval- Augmented Generation Mitigates It

Large Language Models (LLMs) can generate fluent and convincing responses, but fluency does not guarantee factual correctness. Hallucination occurs when a model produces information that is false, unsupported, or inconsistent with available evidence. This paper reviews why hallucinations arise andexamine Retrieval-Augm...

Shyalaja L. N., Shantinath Patil, P. R. et al. · 0 citations

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