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大语言模型的工具使用综述

郑逸宁 方世成 陈爽 邱锡鹏 余镇 李不凡 杨捷 殷林琪 印张悦 袁枫烨 魏海洋 陆嘉昊

自动化学报2025,Vol.51Issue(11):2371-2386,16.
自动化学报2025,Vol.51Issue(11):2371-2386,16.DOI:10.16383/j.aas.c240793

大语言模型的工具使用综述

Survey of Tool Use in Large Language Models

郑逸宁 1方世成 1陈爽 1邱锡鹏 1余镇 1李不凡 1杨捷 1殷林琪 1印张悦 1袁枫烨 1魏海洋 1陆嘉昊1

作者信息

  • 1. 复旦大学计算与智能创新学院 上海 200433
  • 折叠

摘要

Abstract

Large language models have garnered significant attention due to their strong generative and comprehen-sion capabilities.However,they still face limitations in accessing real-time information and performing complex cal-culations.To better address user needs,empowering large language models with tool use capabilities has become a major topic of current research.Firstly,we clarify the fundamental concepts of tool use in large language models and then trace its developmental trajectory in chronological order.Subsequently,we summarize the datasets and technical approaches related to tool use,and analyze their applications in fields such as agent and embodied intelli-gence.Finally,we present an outlook on future research priorities and development directions in the field of tool use in large language models.

关键词

大语言模型/工具使用/工具增强生成/智能体/具身智能

Key words

Large language models/tool use/tool-augmented generation/agent/embodied intelligence

引用本文复制引用

郑逸宁,方世成,陈爽,邱锡鹏,余镇,李不凡,杨捷,殷林琪,印张悦,袁枫烨,魏海洋,陆嘉昊..大语言模型的工具使用综述[J].自动化学报,2025,51(11):2371-2386,16.

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