FVA-RAG: Falsification-Verification Alignment for Mitigating Sycophantic Hallucinations

Mayank Ravishankara

Retrieval-Augmented Generation (RAG) reduces hallucinations by grounding answers in retrieved evidence, yet standard retrievers often exhibit retrieval sycophancy: they preferentia…