What Do LLM Agents Know About Their World? Task2Quiz: A Paradigm for Studying Environment Understanding

Siyuan Liu, Hongbang Yuan, Xinze Li +3

Large language model (LLM) agents have demonstrated remarkable capabilities in complex decision-making and tool-use tasks, yet their ability to generalize across varying environmen…