pathrag

[WWW 2025] Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning

Unified, modular Graph-based Retrieval-Augmented Generation (GraphRAG) framework with atomic operators and ConGraphDB

Google Cloud BigQuery storage backend for PathRAG — KV, Vector, and Graph storage using BigQuery Graph

Knowledge Graph-based Retrieval Augmented Generation (RAG) system that uses path-based retrieval through knowledge graphs for more accurate, explainable, and context-aware LLM responses.

From PST to a knowledge graph you can chat with, on Azure: an end-to-end RAG pipeline with Synapse, ADLS Gen2, Cosmos DB Gremlin, Azure AI Search (HNSW + BM25) and Azure OpenAI.

From PST to a knowledge graph you can chat with: an end-to-end RAG pipeline. GraphRAG, PathRAG, hybrid and ReAct retrieval over Outlook archives, fully local (Ollama) or with a cloud LLM.