Library/LightRAG
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HKUDS/LightRAG

LightRAG

[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"

Builder

HKUDS

HKUDS

HKUDS • individual

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31,648

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Forks

4,539

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Created

Oct 2, 2024

Project creation date

README Summary

LightRAG is a simple and fast Retrieval-Augmented Generation system that aims to improve upon traditional RAG approaches with enhanced efficiency and performance. The repository contains the implementation of methods described in an EMNLP 2025 paper, focusing on streamlined retrieval and generation processes. It provides a lightweight alternative to complex RAG systems while maintaining competitive accuracy.

AI Dev Skills

Unmapped

Retrieval-Augmented GenerationKnowledge Graph ConstructionVector Database ManagementGraph-based Information RetrievalLarge Language Model IntegrationEntity Relationship ExtractionHybrid Search SystemsNatural Language ProcessingInformation Retrieval Systems

Tags

Retrieval-Augmented GenerationKnowledge Graph ConstructionVector Database ManagementGraph-based Information RetrievalLarge Language Model IntegrationEntity Relationship ExtractionHybrid Search SystemsNatural Language ProcessingInformation Retrieval SystemsOn-premiseCloud APIInformation RetrievalKnowledge Base QueryingEnterprise Knowledge ManagementSelf-hostedResearch Paper AnalysisCompound AI SystemsGraph-Enhanced AILegal TechGraph-based ReasoningDocument ProcessingEnterprise Document SearchEducationHealthcareHybrid Retrieval SystemsResearchDocument Question AnsweringComplex Multi-hop ReasoningTextAcademic Literature ReviewPython

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Recent Activity

Updated 2 months ago

7 Days

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30 Days

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90 Days

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Quality

research
Quality
high
Maturity
research

Categories

Healthcare & BiologyPrimaryDev Tools & AutomationLearning ResourcesRAG & RetrievalEvals & BenchmarkingNLP & TextFinance & LegalEdge & Mobile AISearch & KnowledgeOther AI / MLFoundation Models

PM Skills

Developer Platform

Languages

Python100.0%

Timeline

Project created
Oct 2, 2024
Forked
Feb 17, 2026
Your last push
2 months ago
Upstream last push
7 days ago
Tracked since
Feb 12, 2026

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