knowledge-poisoning

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   Retrieval-Augmented Generation Prevented is Not Protected: What Attack Success Rate Hides about RAG

   Research · since 2 Nov 2026

   Researchers demonstrate that Retrieval-Augmented Generation systems remain vulnerable to knowledge poisoning where adversaries manipulate retrieved evidence. The study introduces Aligned RAG Evaluation to uncover defense-induced failures.

   AI

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