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相關頁面: AI相關工具非常非常的多，RAG開發工具會整理在RAG開發工具，LLM以及相關工具會整理在Large Language Models，Graph RAG開發工具會整理在Graph RAG，其他工具整理在Generative AI開發工具中。目前還有一些資料在Generative AI及RAG中，將逐步整理這些內容。

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基本概念

Graph Retrieval-Augmented Generation,(Graph RAG) 是一種結合知識圖譜和生成式AI的創新技術。它通過利用知識圖譜的結構化資訊來增強大型語言模型（LLM）的檢索和推理能力，從而提高AI系統的準確性和可解釋性。Graph RAG的核心思想是將傳統的文本檢索擴展到圖形結構，使AI能夠更好地理解和利用複雜的關係和上下文資訊。

知識圖譜 (Knowledge Graph)是一種以圖形結構來表示知識的方法，它將概念、實體和它們之間的關係以節點和邊的形式呈現。在Graph RAG中，知識圖譜扮演著關鍵角色，為AI提供了豐富的上下文和結構化信息。這種方法不僅提高了檢索的精確度，還能夠捕捉到複雜的語義關係，從而增強AI系統的理解和推理能力。

Graph RAG

• 生成式 AI 的資料救星！GraphRAG 知識圖譜革命，大幅提升 LLM 準確度！** 推薦 **
  • 根本上講，GraphRAG 就是一種 RAG，只是其檢索路徑包含知識圖譜。GraphRAG 的核心模式非常簡單。其架構與使用向量的 RAG 一樣，但其中包含知識圖譜層。
• Graph RAG — A Conceptual Introduction
• An Easy Way to Comprehend How GraphRAG Works
• How GraphRAG works?
• From RAG to GraphRAG , What is the GraphRAG and why i use it?
• A Graph Too Far: Graph RAG Doesn’t Require Every Graph Tool
  • A-la-carte graph tools: adopt only what you need
    • Knowledge graphs
    • Entity and keyword extraction tools
    • Graph traversal algorithms
    • Property graph implementations
    • Graph databases
    • Graph query languages (Graph QLs)
    • Graph node embedding algorithms
    • Vector stores
  • Requirements of a minimal graph RAG system
    • Vector store
    • Knowledge graph
    • Graph traversal
• A Guide to Graph RAG, a New Way to Push the Boundaries of GenAI Apps
  • What is a knowledge graph?
    • Entity-centric knowledge graphs vs. content-centric knowledge graphs
  • Astra DB
• Unleashing the Power of Knowledge Graphs in Retrieval Augmented Generation (RAG): Step by Step Instruction
  • Nebula + Build Knowledge Graph with Llama index
• How to Implement Knowledge Graphs and Large Language Models (LLMs) Together at the Enterprise Level
  • Using LLMs to assist in the KG creation and curation process
  • Using KGs to power and govern GenAI pipelines
• Graph RAG into Production — Step-by-Step
  • with graphrag-lite
• How to Implement Graph RAG Using Knowledge Graphs and Vector Databases
• Enhancing the Accuracy of RAG Applications With Knowledge Graphs
• GraphRAG, Let’s check the rationality with the paper and a few checklists to see if it’s time to introduce it to the RAG we’re developing now.
• RAG System + Knowledge Graph, the system for finding the best answer in the tickets management system
• Dynamic Expert Feedback: Knowledge Graph RAG as a Two-Way Retrieval & Memory System vs Vector-Only RAG as a One-Way System