AWS Machine Learning Blog
Category: HAQM Neptune Analytics
Build GraphRAG applications using HAQM Bedrock Knowledge Bases
In this post, we explore how to use Graph-based Retrieval-Augmented Generation (GraphRAG) in HAQM Bedrock Knowledge Bases to build intelligent applications. Unlike traditional vector search, which retrieves documents based on similarity scores, knowledge graphs encode relationships between entities, allowing large language models (LLMs) to retrieve information with context-aware reasoning.