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he/him” for Troy. A later memory then states: “She began weekly therapy sessions on Tuesdays at 4 pm starting January 23, 2024

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cs.AI 1

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2026 1

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Mitigating Over-Personalization in LLMs via Structured Memory

cs.AI · 2026-08-08 · conditional · novelty 6.0

Grouping a user's stored memories into domain-labeled sections before injecting them into an LLM's context reduces cross-domain leakage by 8.8 percentage points on average across seven models, while slightly improving beneficial memory use.

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  • Mitigating Over-Personalization in LLMs via Structured Memory cs.AI · 2026-08-08 · conditional · none · ref 8

    Grouping a user's stored memories into domain-labeled sections before injecting them into an LLM's context reduces cross-domain leakage by 8.8 percentage points on average across seven models, while slightly improving beneficial memory use.