A simple and general framework for formalizing agentlike behavior in general is given by the Belief–Desire–Intention model (Bratman, 1987, Fig. 1). State: In this model, the world exists in one of a set ofstates S. Belief: An agent possesses a belief B aboutthe current state of the ...
As dialogue agents become increasingly human-like in their performance, we must develop effective ways to describe their behaviour in high-level terms without falling into the trap of anthropomorphism. Here we foreground the concept of role play. Casting dialogue-agent behaviour in terms of role pla...
最近LLM-based Agent成为了LLM一个重要的应用方向,本文是LLM在交通信号控制任务中的应用。 题目:Large Language Models as Traffic Signal Control Agents: Capacity and Opportunity 作者:Siqi Lai, Zhao Xu, Weijia Zhang, Hao Liu, Hui Xiong 机构:香港科技大学(广州) 网址:arxiv.org/pdf/2312.1604 摘要 现存方...
(EMNLP Findings 2022) Language Models as Agent Models.[Paper] (RO-MAN 2022) Understanding Intention for Machine Theory of Mind: A Position Paper.[Paper] (Psychological Medicine 2020) Knowing Me, Knowing you: Theory of Mind in AI.[Paper] ...
We take the first step to review the existing works of large language model-based agent modeling and simulation. We systematically analyze why large language models can serve as an advanced solution for agent-based modeling and simulation compared with existing approaches. Specifically, we first exten...
通常来说,长期记忆保存着Agent对整个环境的认知与总结,而短期记忆则是有关于某个事件的感知与体会。比如,Generative Agents[54]采用双层的内存结构来分别存储Agent的短期记忆与长期记忆。而AgentSims[55]则是把Agent的短期记忆存储到LLMs的历史对话中。当然,有些工作不会对短期记忆和长期记忆加以区分,而是使用统一的方...
Founded in 2012, ByteDance's mission is to inspire creativity and enrich life. With a suite of more than a dozen products, including TikTok, as well as platforms specific to the China market, including Toutiao, Douyin, and Xigua, ByteDance has made it easier and more fun for people to con...
We use the evaluation frameworks provided byMINT,InterCode, andWebArenato evaluate interactive agent skills. We use vLLM to serve the Lemur model. However, the official FastChat codebase does not yet support Lemur-Chat. Therefore, we provide a docker to serve vLLM for Lemur. Please refer tov...
(Language Agent Tree Search), a general framework that synergizes the capabilities of LLMs in planning, acting, and reasoning. Drawing inspiration from Monte Carlo tree search in model-based reinforcement learning, LATS employs LLMs as agents, value functions, and optimizers, repurposing their ...
When creating a LUIS model, you'll need an account with the LUIS.ai service and the connection information for your LUIS application. LUIS is deeply integrated into the healthcare agent service and supports multiple LUIS features such as: