Social simulation: Previously, conducting experiments with human societies is often expensive, unethical, or even infeasible. With the ever prospering of LLMs, many people explore to build virtual environment with LLM-based agents to simulate social phenomena, such as the propagation of harmful inform...
In this paper, we present a comprehensive survey of these studies, delivering a systematic review of the field of LLM-based autonomous agents from a holistic perspective. More specifically, we first discuss the construction of LLM-based autonomous agents, for which we propose a unified framework ...
一些LLMs可能难以提取最相关的内容,并可能显示出对较早或中间部分上下文的“遗忘”行为。 记忆总结:这种策略将用户与LLMs的互动内容压缩为更短的内容,利用LLMs来完成这项任务。(见LangChain的已建立模块Memory Summarization)。缺点是,虽然核心信息得以保留,但细节可能会丢失,特别是在多轮总结之后。还需要注意的是,频...
of vast amounts of Web knowledge,large language models(LLMs)have shown potential in human-level intelligence,leading to a surge in research on LLM-based autonomous agents.In this paper,we present a comprehensive survey of these studies,delivering a systematic review of LLM-based auto...
of tasks. Notably, LLM-based multi-agent systems (MAS) are considered a promising pathway towards realizing general artificial intelligence that is equivalent to or surpasses human-level intelligence. In this paper, we present a comprehensive survey of these studies, offering a systematic review of ...
🤖 Awesome LLM-based Multi-Agents Papers 🔥 Paper 🔥 🔥Our Survey Paper Our survey about LLM based Multi-Agents is available at: https://arxiv.org/abs/2402.01680 Our summarized LLM-based Multi-Agents architecture is: The Overview table is as follows. More details can be seen in ...
As Large Language Models (LLMs) have shown significant intelligence, the progress to leverage LLMs as planning modules of autonomous agents has attracted more attention. This survey provides the first systematic view of LLM-based agents planning, covering recent works aiming to improve planning abilit...
This is the repo for the paper "OS Agents: A Survey on MLLM-based Agents for Computer, Phone and Browser Use". - OS-Agent-Survey/OS-Agent-Survey
1AlibabaInc.,2HuazhongUniversityofScienceandTechnology,3FudanUniversity 41fanzhihao.fzh@ 2 0 2 nAbstract u JArtificialintelligencehassignificantlyadvancedhealthcare,particularlythrough 8largelanguagemodels(LLMs)thatexcelinmedicalquestionansweringbench-
LLM agents As a result of the massive potential of LLM agents, there has recently been a boom in research efforts in this area. However, as yet, there is no survey that systematically summarizes the relevant works, discusses the unresolved issues, and provides a glimpse into important research...