RefineRAG: Word-Level Poisoning Attacks via Retriever-Guided Text Refinement

Ziye Wang, Guanyu Wang, Kailong Wang

Retrieval-Augmented Generation (RAG) significantly enhances Large Language Models (LLMs), but simultaneously exposes a critical vulnerability to knowledge poisoning attacks. Existi…