大模型工具学习.pdf

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1、THUNLPTool Learning秦禹嘉0THUNLPBackground1 Tools are extensions of human capabilities designed to enhance productivity,efficiency,and problem-solving Throughout history,humans have been the primary agents in the invention and manipulation of tools Question:can artificial intelligence be as capable as

2、humans in tool use?2Tools and IntelligenceTools and Intelligence The answer is yes with foundation models Strong semantic understanding Extensive world knowledge Powerful reasoning and planning capabilities3Tools and IntelligenceTools and Intelligence4Tools and IntelligenceTools and Intelligence Too

3、l Learning 1:foundation models can follow human instructions and manipulate tools for task solving1 Qin,Yujia,et al.Tool Learning with Foundation Models.arXiv preprint arXiv:2304.08354(2023).Tool-augmented learning Augment foundation models with the execution results from tools Tools are viewed as c

4、omplementary resources that aid in the generation of high-quality outputs5Categorization of Tool LearningCategorization of Tool Learning6Categorization of Tool LearningCategorization of Tool Learning Tool-oriented learning Utilize models to govern tools and make sequential decisions in place of huma

5、ns Exploiting foundation models vast world knowledge and reasoning ability for complex reasoning and planningTHUNLPFramework78FrameworkFrameworkTool Set:a collection of tools with different functionalitiesEnvironment provides the platform where tools operateThe perceiver summarizes feedback to the c

6、ontrollerController provides feasible plans to fulfill user requests Comprehending the underlying purpose of an instruction Learning a mapping from the instruction space to the models cognition space Instruction Tuning9Intent UnderstandingIntent Understanding Wrap tasks with diverse instructions Sup