杨 成_AgentVerse1126_watermark.pdf

1、AgentVerse:语模型智能体合作框架杨成北京邮电学 计算机学院2023.11.26ContentsBackgroundWarmup:SmallvilleSimulationTask-SolvingContentsBackgroundWarmup:SmallvilleSimulationTask-Solvingn What is Agent?n Why LLM is suitable for agents?n The Ability of Single AgentContentsBackgroundBackgroundAn Al model that can take concrete a

2、ction interacting with the outside world.-WikipediaAn agent is a computer system that is situated in some environment,and that is capable of autonomous action inthis environment in order to meet its design objectives.-Wooldridge&JenningsAn agent is anything that can be viewed as perceiving its envir

3、onment through sensors and acting upon that environment through actuators.-Russell and NorvigBackgroundBackgroundWhat is agent?BackgroundBackgroundThe ability of single-agentNatural language interactionuHigh-quality natural language generation:exceptional natural language generation capabilitiesuMul

4、ti-turn interactive conversation:The foundation of effective and consistent communicationuIntention and implication understanding:incapable of emulating human dialogues or fully leveraging the information Xi,Zhiheng et al.“The Rise and Potential of Large Language Model Based Agents:A Survey.”arXiv,h

5、ttps:/arxiv.org/abs/2309.07864.Bang,Y.,S.Cahyawijaya,N.Lee,et al.A multitask,multilingual,multimodal evaluation of chatgpt on reasoning,hallucination,and interactivity.CoRR,abs/2302.04023,2023Wang,Z.,G.Zhang,K.Yang,et al.Interactive natural language processing.CoRR,abs/2305.13246,2023BackgroundBackg

6、roundThe ability of single-agentReasoninguChain of Thought:Lets think step by step.uLeast to Most:break down a complex problem into a series of simpler subproblems and then solve them in sequence.uSelf-Refine:improving initial outputs from LLMs through iterative feedback and refinement was proposed.