AI RESEARCH

GraphRAG on Consumer Hardware: Benchmarking Local LLMs for Healthcare EHR Schema Retrieval

arXiv CS.LG

ArXi:2605.20815v1 Announce Type: cross Graph-based Retrieval Augmented Generation (GraphRAG) extends retrieval-augmented generation to structured reasoning over complex corpora, but its reliability under resource-constrained, privacy-sensitive deployments remains unclear. In healthcare, where Electronic Health Record (EHR) data is complex and strictly regulated, reliance on cloud-based large language models (LLMs)