论文的实验表明,CHAIN-OF-NOTE (CON)不仅在使用DPR检索文档时改善了整体问答表现,还显著增强了抗噪声和未知两方面的鲁棒性。这包括在噪声检索文档中的精确匹配分数提高7.9,以及对超出预训练知识范围的实时问题的拒绝率提高10.5。 论文标题:Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models 论...
今天分享一篇来自腾讯AI Lab的论文《Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models》。 论文摘要: 基于检索增强的语言模型是大家目前常用的一种大模型落地方案,它能够利用外部知识信息,因此在减少事实性幻觉上能够发挥一定作用。然而,检索到的信息并不总是可靠的,检索到不相关的信息可能会...
给定一个问题,查询Wikipedia并使用带有Chain-of-Note提示的OpenAI的API提取答案。 对于标准RAG: Task Description: The primary objective is to briefly answer a specific question. 对于带有CON的RALM: Task Description: 1. Read the given question and five Wikipedia passages to gather relevant information....
下面是LangSmith的CoN模板。给定一个问题,查询Wikipedia并使用带有Chain-of-Note提示的OpenAI的API提取答案。 对于标准RAG: 代码语言:javascript 复制 Task Description:The primary objective is to briefly answer a specific question. 对于带有CON的RALM: 代码语言:javascript 复制 Task Description:1.Read the given ...
为解决这些问题，论文提出了一种名为CHAIN-OF-NOTE (CON)的新框架，旨在增强RALMs的鲁棒性。CON的核心是对检索到的文档生成一系列阅读笔记，以全面评估其与查询的相关性。这种方法不仅评估每个文档的相关性，还确定其中最关键和可靠的信息。通过过滤掉不相关或可信度较低的内容，生成更准确、更相关的...
下面是LangSmith的CoN模板。给定一个问题,查询Wikipedia并使用带有Chain-of-Note提示的OpenAI的API提取答案。 对于标准RAG: Task Description: Theprimaryobjectiveistobriefly answer a specific question. 对于带有CON的RALM: Task Description:1.Readthegiven questionandfiveWikipedia passagestogather relevant ...
下面是LangSmith的CoN模板。给定一个问题,查询Wikipedia并使用带有Chain-of-Note提示的OpenAI的API提取答案。 对于标准RAG: Task Description: The primary objective is to briefly answer a specific question. 对于带有CON的RALM: Task Description: 1. Read the given question and five Wikipedia passages to gathe...
A similar “chain of disaster” pattern is evident in many airliner accidents. Air France 447 in 2009 crashed into the Atlantic Ocean after encountering thunderstorms at night near the equator while enroute from Rio de Janeiro to Paris. It was later learned that ice had likely blocked the airc...
Supply chain coordination for the joint determination of order quantity and reorder point using credit option Supply chain coordination for the joint determination of order quantity and reorder point using credit option. European Journal of Operational Research 204, ... SK Chaharsooghi,J Heydari - ...
A Note on Centres in a Chain of Circlesdoi:10.36890/IEJG.748127International Electronic Journal of Geometry, Person (Kazim ILARSLAN)Akos G.Horváth