Mixture of Demonstrations for Textual Graph Understanding and Question Answering

Collection of recent ML/LLM papers (RAG/GraphRAG, retrieval, summarization, recommendation, scaling) plus domain applications: MixDemo (Mixture-of-Experts GraphRAG with query-specific graph encoder), VILLA (multi-step RAG for scientific information extraction; curated virology mutation dataset), S4CMDR (ISO-based metadata repository for EHRs with on‑prem/cloud deployment and authentication), and multiple works on explainable recommendation, fairness in RAG, generative retrieval/search (OneSearch‑V2), long-document summarization for reranking (SumRank), data+model co‑design (UniScale), and RAG/