Graphrag

Graphrag

GraphRAG by Microsoft is an advanced graph-based system for extracting structured data from unstructured text using large language models. It improves reasoning over private data and offers a user-friendly experience with Azure resources.
  • ️ Connects to a variety of data sources.
  • ️ Critical information discovery.
  • ️ Connects data in multiple documents.
  • ️ Opensource and Free to use.
GraphRAG by Microsoft is an AI-based content interpretation and search capability.Using LLMs, it parses data to create a knowledge graph and answer user questions about a user-provided private dataset. GraphRAG is able to connect information across large volumes of information and use these connections to answer questions that are difficult or impossible to answer using keyword and vector-based search mechanisms. Building on the previous question, provide semi-technical, high-level information on how the system offers functionality for various uses.This lets a system using GraphRAG to answer questions where the answers span many documents as well as thematic questions such as “what are the top themes in this dataset
  • Automate the extraction of structured data from customer feedback surveys using GraphRAG to analyze sentiments and identify trends, allowing businesses to make data-driven decisions for product improvements and customer satisfaction.
  • Enhance the efficiency of legal document analysis by utilizing GraphRAG to extract key information, identify clauses, and summarize lengthy texts, enabling legal professionals to streamline their workflow and focus on critical details.
  • Optimize research and development processes by leveraging GraphRAG to generate insightful summaries from academic papers, facilitating researchers in quickly grasping key findings and accelerating the pace of innovation.
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