Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community Retrieval

By Pengcheng Jiang, Cao Xiao, Minhao Jiang, Parminder Bhatia, T. Kass-Hout, Ji-Meng Sun, Jia-Wei Han. 2024

Subfields: Retrieval-Augmented Generation, Knowledge Graphs & Representation, Medical & Health AI

Citations in the corpus

• Retrieval And Structuring Augmented Generation with Large Language Models (2025, unknown): “…limitations: they typically process unstructured text passages without leveraging structured knowledge, contain non-atomic information that can mislead LLMs [50, 95, 261], and struggle with complex queries requiring multi-hop reasoning or domain-specific knowledge organization [303,…”
• RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation (2025, unknown): “…generates targeted sub-queries, (2) a theme-scoped retrieval module that efficiently combines thematic and semantic relevance, (3) a knowledge structuring module that builds and expands query-specific KGs, and (4) a knowledge-augmented an-swerer that leverages the gathered structured information.”