GitHub - HKUDS/LightRAG: [EMNLP2025] "LightRAG: Simple and …
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 …
LightRAG: Simple and Fast Retrieval-Augmented Generation
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 …
LightRAG
To address these challenges, we propose LightRAG, which incorporates graph structures into text indexing and retrieval processes. This innovative framework employs a dual-level retrieval …
LightRAG - GeeksforGeeks
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 …
LightRAG: The Ultimate Guide to Fast, Graph-Based Retrieval
Apr 11, 2025 · LightRAG combines knowledge graphs with traditional vector retrieval to create a faster, more accurate way for LLMs to access information. It reduces token usage by 99%, …
LightRAG: Simple and Fast Alternative to GraphRAG - LearnOpenCV
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 …
lightrag-hku · PyPI
Nov 6, 2025 · The LightRAG Server offers a comprehensive knowledge graph visualization feature. It supports various gravity layouts, node queries, subgraph filtering, and more.
Deploy lightrag | Railway
4 days ago · LightRAG is a graph-based Retrieval-Augmented Generation system that outperforms traditional RAG by building knowledge graphs from your documents. Unlike …
LightRAG: Simple and Fast Alternative to GraphRAG
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, …
LightRAG, a lightweight and efficient RAG - MLWires
Oct 28, 2024 · LightRAG preserves the relationship between different pieces of information in your data, resulting in better answers. It is also faster and less computationally intensive.