An active-path audit that maps each privacy defense to the pipeline hook it modifies shows that retrieval-only DP-style stubs do not reduce named-entity leakage in generated text, while an end-to-end substitution defense does.
Mitigating privacy risks in retrieval-augmented generation via locally private entity perturbation,
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Mind the Hook: Source-Level Auditing of Privacy Defenses in Retrieval-Augmented Generation
An active-path audit that maps each privacy defense to the pipeline hook it modifies shows that retrieval-only DP-style stubs do not reduce named-entity leakage in generated text, while an end-to-end substitution defense does.