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Yangxu Liao

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Book Open access Aug 2026

Personalizing Large Language Models with User Profile Memory

PersMem is proposed, a user profile memory framework for LLM personalization that addresses three key questions: what user information to store, how to organize it, and how to use it effectively during generation that consistently improves personalization effectiveness while reducing prompt length.

Yang-Xu Liao, Yongheng Deng, Tianyuan Jiang et al. · 0 citations