基于大语言模型的自主智能体概述(A Survey on Large Language Model based Autonomous Agents Xu Chen)

Chen Xu (陈旭)


Abstract
“近年来,基于大语言模型的自主智能体受到了学术界和工业界的广泛关注,其关键在于利用大语言模型作为核心控制器,并设计相应的辅助模块增强智能体在动态环境中的演化和适应能力,从而提升智能体自主解决任务的能力。本文通过总结过去工作,抽象出智能体设计的通用范式,并讨论了大模型时代自主智能体能力提升的途径。我们还从个体拓展到系统,深入探讨了多自主智能体系统常见的交互机制和面临的重要问题。”
Anthology ID:
2024.ccl-2.8
Volume:
Proceedings of the 23rd Chinese National Conference on Computational Linguistics (Volume 2: Frontier Forum)
Month:
July
Year:
2024
Address:
Taiyuan, China
Editor:
Xin Zhao
Venue:
CCL
SIG:
Publisher:
Chinese Information Processing Society of China
Note:
Pages:
141–150
Language:
Chinese
URL:
https://aclanthology.org/2024.ccl-2.8/
DOI:
Bibkey:
Cite (ACL):
Chen Xu. 2024. 基于大语言模型的自主智能体概述(A Survey on Large Language Model based Autonomous Agents Xu Chen). In Proceedings of the 23rd Chinese National Conference on Computational Linguistics (Volume 2: Frontier Forum), pages 141–150, Taiyuan, China. Chinese Information Processing Society of China.
Cite (Informal):
基于大语言模型的自主智能体概述(A Survey on Large Language Model based Autonomous Agents Xu Chen) (Xu, CCL 2024)
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PDF:
https://aclanthology.org/2024.ccl-2.8.pdf