Personalization Increases Affective Alignment but Has Role-Dependent Effects on Epistemic Independence in LLMs

Sean W. Kelley, Christoph Riedl

Large Language Models (LLMs) are prone to sycophantic behavior, uncritically conforming to user beliefs. As models increasingly condition responses on user-specific context (person…