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Security2026-06-19 · source-backed
A new reliability protocol (arXiv:2606.07783) tests RAG on factoid questions the model already answers correctly without retrieval, then injects clean, misleading, and mixed evidence to measure when retrieved content overrides correct internal knowledge. It introduces a parametric-override rate to quantify how strongly poisoned context flips outputs. Before you ship a RAG system, inject plausible-but-false passages and measure how often your retriever's bad data beats the model's good knowledge. If you've never measured this, you don't know how poisonable your pipeline is.
Each link below shares sources, entities, or timing with this story.
RAGOCR competes with RAG / Shared entity: RAG / Same source domain / What happened next / Tension
Linked by a graph relationship (RAGOCR competes with RAG); both cover RAG; reported by the same outlet (arxiv.org).
Shared entity: RAG / Same source domain / Shared topic / Earlier coverage
Both cover RAG; reported by the same outlet (arxiv.org); overlapping topics (answer, context, evidence, model).
Shared entity: RAG / Same source domain / Shared topic / What happened next / Tension
Both cover RAG; reported by the same outlet (arxiv.org); overlapping topics (answer, poisoned).
Shared entity: RAG / Same source domain / Shared topic / What happened next
Both cover RAG; reported by the same outlet (arxiv.org); overlapping topics (answer, beat, retrieval).
Shared entity: RAG / Same source domain / What happened next / Tension / Downstream implication
Both cover RAG; reported by the same outlet (arxiv.org); picks up the RAG thread on 2026-07-30.
Shared entity: RAG / Shared topic / What happened next / Tension
Both cover RAG; overlapping topics (context, data, model); picks up the RAG thread on 2026-07-27.
Both cover RAG; overlapping topics (answer, data, evidence); picks up the RAG thread on 2026-07-15.
Shared entity: RAG / Same source domain / Shared topic / What happened next
Both cover RAG; reported by the same outlet (arxiv.org); overlapping topics (context, model).