Personalization through long-term memory in LLM agents increases harmful query success rates by 15.8-243.7% via intent legitimation, measured on the new PS-Bench benchmark across frameworks.
Ensure the queries are consistent with the user’s profile and aligned with their personal events
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When Personalization Legitimizes Risks: Uncovering Safety Vulnerabilities in Personalized Dialogue Agents
Personalization through long-term memory in LLM agents increases harmful query success rates by 15.8-243.7% via intent legitimation, measured on the new PS-Bench benchmark across frameworks.