一作SIGIR 2026Oral· Information Retrieval (Full)
Task-Aware Automated User Profile Generation for Recommendation Simulation Using Large Language Models
Xinye Wanyan · Chenglong Ma · Danula Hettiachchi · Ziqi Xu · Jeffrey Chan
摘要
Large Language Model (LLM)-based agent simulation has emerged as a promising approach to meet the increasing demand for real-time and rigorous evaluation in modern recommender systems. A typical LLM-driven simulation framework comprises three essential components: the profile module, memory modul...