Catalog-Native LLM: Speaking Item-ID Dialect with Less Entanglement for Recommendation

Reza Shirkavand, Xiaokai Wei, Chen Wang +3

While collaborative filtering delivers predictive accuracy and efficiency, and Large Language Models (LLMs) enable expressive and generalizable reasoning, modern recommendation sys…