knowledge-extraction

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   RAG SNAPRAG: Cost-efficient knowledge extraction attack on RAG systems via adversarial perturbations

   Research · since 10 Nov 2026

   Researchers demonstrated SNAPRAG, an attack utilizing adversarial perturbations to extract private knowledge bases from retrieval-augmented generation deployments. The method reconstructs stored documents using significantly fewer queries and lower computational resources than existing extraction techniques.

   Do:Deploy query rate limiting and monitor repeated semantic queries across external knowledge retrieval pipelines.

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