Jiuzhou Towards Uncertainty Aware Lang Agent 2024
[TOC] Title: Towards Uncertainty Aware Language Agent Author: Jiuzhou Han et. al. Publish Year: 30 May 2024 Review Date: Thu, Jun 20, 2024 url: arXiv:2401.14016v3 Summary of paper Motivation The existing approaches neglect the notion of uncertainty during these interactions Contribution Some key terms Related work 1: lang agent the author define what is language agent and discuss it – the prominent work of ReAct propose a general language agent framework to combine reasoning and acting with LLMs for solving diverse language reasoning tasks. continue the track of ReAct – introducing Reflexion, use the history failure trials as input to ask for reflection and can gain better results FireAct – add more diverse fine-tuning data to improve the performance Later the author mention Toolformer, Gorilla and other lang agent that is not start from ReAct ...