Knowledge Retrieval and the RAG Framework

综合介绍 RAG Web UI 是一个基于 RAG（检索增强生成）技术的智能对话系统。它帮助企业和个人构建基于自身知识库的智能问答系统。通过结合文档检索和大语言模型，RAG Web UI 提供准确可靠...

General Introduction PrivateGPT is an AI project available for production environments that allows users to quiz documents using large-scale language models (LLMs) without an Internet connection. The project ensures data privacy for 100%, with all data disposed in the user's execution environment...

综合介绍 MaxKB（Max Knowledge Base）是一款基于大语言模型和RAG（检索增强生成）的开源知识库问答系统。该系统广泛应用于智能客服、企业内部知识库、学术研究与教育等场景。MaxKB...

General Introduction LocalGPT is an open source project designed to allow users to talk to documents on local devices and ensure data privacy. By using a variety of open source models, LocalGPT can process and understand document content without uploading data to the cloud. The project supports a variety of p...

General Introduction HelpLook is a tool to quickly build a free help center and knowledge base system. It provides users with the ability to create content such as product documentation, corporate blogs, FAQs, usage guides and troubleshooting with zero code. By integrating AI Q&A bots and AI search capabilities, Hel...

综合介绍 Orama 是一个开源的高性能搜索引擎，完全用 TypeScript 编写，支持全文本搜索、向量搜索和混合搜索。Orama 旨在在任何 JavaScript 运行时环境中工作，提供快速、可靠...

Comprehensive Introduction R2R (RAG to Riches) is an advanced AI retrieval system supporting Retrieval Augmented Generation (RAG) functionality with production-ready features. Built on a containerized RESTful API, the system provides multimodal content parsing, hybrid search functionality...

Introduction Quanta Quest is the world's first product that takes "end-side big model + C-side data localization" as the core evolution direction. It helps users store all the data from Gmail, Notion, Dropbox, etc. locally, and process them through vector database to ensure...

综合介绍 MiniRAG是一个极其简单的检索增强生成（RAG）框架，旨在通过异构图索引和轻量级拓扑增强检索，使小模型也能实现良好的RAG性能。该项目由香港大学数据科学实验室（HKUDS）开发，主要解决...

General Introduction Minima is an open source RAG (Retrieval-Augmented Generation) solution that supports local deployment and integration with ChatGPT. The project is maintained by dmayboroda and aims ...

Introduction Thomas joined Vespa in April 2024 as a Senior Software Engineer. In one of his last previous assignments as an AI consultant, he actually built a RAG application based on Vespa's massive PDF collection...

为了让 AI 模型在特定场景中发挥作用，它通常需要访问背景知识。例如，客户支持聊天机器人需要了解其服务的具体业务，而法律分析机器人需要掌握大量的过往案例。 开发者通常使用检索增强生成（Retrieva...

综合介绍 Vanna是一个MIT许可的开源Python框架，专注于通过RAG（检索增强生成）技术生成SQL查询。用户可以通过训练RAG模型，将其应用于自己的数据，然后提出问题，Vanna会返回相应的S...

综合介绍 XRAG（eXamining the Core）是一个专为评估高级检索增强生成（RAG）系统的基础组件而设计的基准框架。通过剖析和分析每个核心模块，XRAG提供了不同配置和组件如何影响RAG...

综合介绍 MetaLaw 是一个专注于提升法律研究效率的在线平台。通过先进的人工智能技术，MetaLaw 提供精准的类案检索和分析服务，帮助法律从业者快速找到相关案例并进行深入分析。平台的AI分析助理...

综合介绍 Unigraph 是一个本地优先的通用知识图谱和个人搜索引擎，旨在为用户提供一个集成的工作空间，帮助管理和搜索个人生活中的各种数据。通过 Unigraph，用户可以将不同来源的数据整合到一个...

Comprehensive Introduction Depth AI is an artificial intelligence assistant designed for developers to deeply understand and analyze code bases. By building a comprehensive code knowledge graph, Depth AI can answer complex technical questions and help developers manage and optimize their code more efficiently. Whether...

综合介绍 WikiChat是由斯坦福大学开发的一款实验性聊天机器人，旨在通过从维基百科检索数据来提高大语言模型的事实性。大语言模型（如ChatGPT和GPT-4）在处理最新信息或不太流行的话题时，往往...

综合介绍 HtmlRAG是一个创新的开源项目，专注于改进检索增强生成(RAG)系统中的HTML文档处理方法。该项目提出了一种新颖的方法，认为在RAG系统中使用HTML格式比纯文本更有效。项目包含了完整...