A Survey on Large Language Model based Autonomous Agents

arXiv:2308.11432v3 Announce Type: replace-cross
Abstract: Autonomous agents have long been a prominent research focus in both academic and industry communities. Previous research in this field often focuses on training agents with limited knowledge within isolated environments, which diverges significantly from human learning processes, and thus makes the agents hard to achieve human-like decisions. Recently, through the acquisition of vast amounts of web knowledge, large language models (LLMs) have demonstrated remarkable potential in achieving human-level intelligence. This has sparked an upsurge …

agents arxiv autonomous autonomous agents cs.ai cs.cl language language model large language large language model survey type