The Mental World of Large Language Models in Recommendation: A Benchmark on Association, Personalization, and Knowledgeability

Guangneng Hu

Large language models (LLMs) have shown potential in recommendation systems (RecSys) by using them as either knowledge enhancer or zero-shot ranker. A key challenge lies in the lar…