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Enriching Semantic Profiles into Knowledge Graph for Recommender Systems Using Large Language Models
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SPiKE is a recommender model that synergizes knowledge from LLM-generated semantic profiles and KG structural information. It uses a profile-aware KG aggregation mechanism to integrate profiles during message passing and a pairwise matching loss to align KG and LLM-generated profile embeddings, thereby creating a unified representation for recommendation.
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