KGARevision: A Knowledge Graph-Based Agent for Medical AI Question Answering
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Overview
Syllabus
Harvard has a problem w/ LLMs and RAG
Harvard Univ develops a new solution
The Generate Phase medical triplets
Review Phase of KGARevion
Multiple embeddings from LLM and Graphs
Alignment of all embeddings in common math space
Dynamic update of the Knowledge graph
Update LLM with grounded graph knowledge
Revise phase to correct incomplete triplets
Answer phase brings it all together
Summary
Performance analysis
All prompts for KGARevion in detail
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