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The Personalization Mirage: How LLMs Fabricate User Profiles, and Why Self-Monitoring Misleads
arXiv cs.CL — Computation and Language
Factual evidence
What the source reports
Researchers introduce MirageBench, showing that personalized LLMs with persistent memory fabricate user profiles beyond evidence.
Open source