Evaluator bias can propagate across time via LLM agent memory even with perfect consolidation, but only for length bias on older models and not for authority bias, with no safe contamination threshold observed.
A systematic literature review of retrieval-augmented generation: Techniques, metrics, and challenges.arXiv preprint arXiv:2508.06401, 2025
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A survey of architectures, threats, defenses, and future directions for security and privacy in RAG systems.
citing papers explorer
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Memory Contagion: Cross-Temporal Propagation of Evaluator Bias via Agent Memory
Evaluator bias can propagate across time via LLM agent memory even with perfect consolidation, but only for length bias on older models and not for authority bias, with no safe contamination threshold observed.
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Security and Privacy in Retrieval-Augmented Generation: Architectures, Threats, Defenses, and Future Directions for Building Trustworthy Systems
A survey of architectures, threats, defenses, and future directions for security and privacy in RAG systems.