Currently, the vast majority of locally deployed open-source large language models (LLMs) and some commercial model interfaces do not support stable tool calling functionality. The existing solution involves fine-tuning LLMs, which results in significant time and computational resource consumption. This paper proposes a method that enables LLMs to achieve stable tool calling capabilities using only prompt engineering and some ingenious code design. We conducted experiments on multiple LLMs that lack tool calling capabilities across various tool calling tasks, achieving a success rate of 100%.
ASA: Backbone-Training-Free Representation Engineering for Tool-Calling Agents
Renmin University of China（中国人民大学）；University of Macau（澳门大学）；Central South University（中南大学）；Jiangxi Normal University（江西师范大学）；Macau Millennium College（澳门 millennium 学院）；Peking University（北京大学）
From Allies to Adversaries: Manipulating LLM Tool-Calling through Adversarial Injection
State Key Laboratory of Intelligent Game（智能游戏国家重点实验室）；Institute of Software, Chinese Academy of Sciences（中国科学院软件研究所）；University of Chinese Academy of Sciences（中国科学院大学）
Doc2Harness: Benchmarking LLMs on Long-Horizon Harness Engineering of Coding Agents
Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所）；Tsinghua University（清华大学）；Peking University（北京大学）；Southeast University（东南大学）
CallNavi, A Challenge and Empirical Study on LLM Function Calling and Routing
University of Luxembourg（卢森堡大学）；Luxembourg Institute of Science and Technology（卢森堡科学与技术研究所）；Department of Information and Computer Science（信息与计算机科学系）；BGL BNP PARIBAS；Interdisciplinary Research Center for Intelligent Manufacturing and Robotics（智能制造与机器人跨学科研究中心）
AgentCAT: An LLM Agent for Extracting and Analyzing Catalytic Reaction Data from Chemical Engineering Literature
University of Science and Technology of China（科学技术大学）；State Key Laboratory of Cognitive Intelligence（认知智能国家重点实验室）；National Engineering Research Center of Lower-Carbon Catalysis Technology（低碳催化技术国家工程研究中心）；Dalian Institute of Chemical Physics, Chinese Academy of Sciences（化学物理研究所，中国科学院）；IFLYTEK CO.LTD（IFLYTEK有限公司）
