AINeutralarXiv – CS AI · 15h ago6/10
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L2Rec: Towards Dual-View Understanding of LLMs for Personalized Recommendation
L2Rec introduces a novel framework that adapts large language models for personalized recommendations by unifying behavioral and semantic signals at the parameter level using a Dual-view Personalized Mixture-of-Experts mechanism. The approach demonstrates superior performance across multiple datasets and validates real-world applicability through industrial A/B testing.