LightRAG now supports comprehensive knowledge graph management capabilities, allowing you to create, edit, and delete entities and relationships within your knowledge graph.

Oct 8, 2024 · To address these challenges, we propose LightRAG, which incorporates graph structures into text indexing and retrieval processes. This innovative framework employs a …

Jul 23, 2025 · LightRAG is a new framework that overcomes these limitations by integrating graph-based text indexing and a dual level retrieval paradigm, enabling LLMs to generate …

Oct 30, 2025 · The LightRAG Server offers a comprehensive knowledge graph visualization feature. It supports various gravity layouts, node queries, subgraph filtering, and more.

May 30, 2025 · LightRAG is a sophisticated Retrieval-Augmented Generation (RAG) system designed to enhance AI language models with external knowledge. It combines the power of …

Nov 12, 2024 · LightRAG is an innovative approach based on GraphRAG that combines the attributes of Knowledge Graphs with embedding-based retrieval systems, making it fast as …

Nov 20, 2024 · A comprehensive guide to LightRAG - the lightweight RAG system for building efficient Q&A systems. Learn implementation, optimization and best practices with hands-on …

This program demonstrates only the simplest way to initialize a LightRAG object: Injecting the embedding and LLM functions, and initializing storage and pipeline status after creating the …

May 20, 2025 · In this blog series, I’ll break down yet another alternative RAG technique that has been gaining traction lately: LightRAG. It leans into the power of relationships and knowledge …

Mar 20, 2025 · To address this, the HKU Data Science Lab has developed LightRAG, a more efficient alternative. LightRAG combines the power of knowledge graphs with vector retrieval, …