Author

Pengyue Yang

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Preprint Aug 2026

When Context Misleads: Intent-Guided Decoding for Robust Retrieval-Augmented Generation

Retrieval-augmented generation (RAG) improves large language models by grounding generation in external evidence, but it also introduces a source trust problem: retrieved context may be useful, irrelevant, or even misleading. Existing RAG systems often apply a fixed trust policy toward retrieved evidence, which can eit...

Haolin Jin, Pengyue Yang, Hua-Min Chen · 0 citations