AntTech
Jul 2, 2024 · Artificial Intelligence
Design and Implementation of a Generalized Retrieval‑Augmented Generation (RAG) Framework with Graph RAG Support
This article surveys Retrieval‑Augmented Generation (RAG), analyzes the limitations of traditional vector‑based RAG, introduces Graph RAG that leverages knowledge graphs for more reliable context, proposes a universal RAG architecture compatible with vector, graph and full‑text indexes, and details its open‑source implementation, code components, testing, and future research directions.
AIEngineeringGraphRAGKnowledgeGraph
0 likes · 26 min read