MEG: Medical Knowledge-Augmented Large Language Models for Question Answering

Abstract

MEG augments large language models with medical knowledge graphs at inference time, improving factual grounding and accuracy on medical QA benchmarks. The approach treats knowledge-graph retrieval as a complement to parametric LLM knowledge rather than a replacement.