Awesome Graphrag

A curated list of GraphRAG, Knowledge Graph, and other graphy GenAI resources

Contents

• Software
• Datasets
• Reading Material

Software

RAG

• circlemind-ai/fast-graphrag
• getzep/graphiti - dynamic, temporally aware Knowledge Graphs
• gusye1234/nano-graphrag - simple, easy-to-hack GraphRAG implementation
• HKUDS/LightRAG - incorporates graph structures into text indexing and retrieval processes
• langchain graph_transformers - transform Documents into Graph Documents
• llamaindex property-graph-index - construct & query graphs
• microsoft/graphrag - modular graph-based Retrieval-Augmented Generation (RAG) system
• neo4j/neo4j-graphrag-python - KG construction & collection of retrievers
• whyhow-ai/knowledge-graph-studio -

Deep Learning

GNNs, GATs and friends

• google-deepmind/jraph
• gordicaleksa/pytorch-GAT
• pyg-team/pytorch_geometric

Datasets

• jiho283/FactKG - FactKG: Fact Verification via Reasoning on Knowledge Graphs
• MozerWang/Loong - Leave No Document Behind: Benchmarking Long-Context LLMs with Extended Multi-Doc QA
• yuyuz/MetaQA - MoviE Text Audio QA (MetaQA): a benchmark dataset for question answering

Reading Material

Articles

• Implementing GraphReader With Neo4j and LangGraph
• The GraphRAG Manifesto: Adding Knowledge to GenAI
• Unbundling the Graph in GraphRAG
• Three-Layer Fixed Entity Architecture for Efficient RAG on Graphs

Notable Research Papers

• Graph Retrieval-Augmented Generation: A Survey
• G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering
• From Local to Global: A Graph RAG Approach to Query-Focused Summarization
• GFM-RAG: Graph Foundation Model for Retrieval Augmented Generation

Reference Information

• GraphRAG Pattern Catalog
• Another Awesome GraphRAG
• More Awesome GraphRAG

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