advanced_raptor_rag. Advanced RAG + Raptor: A sophisticated document processing and retrieval system combining hierarchical document clustering with advanced query processing. Features HTML-to-markdown conversion, recursive document clustering, query expansion, cross-encoder re-ranking, and contextual response generation using LangChain, Vertex AI, PostgreSQL/pgvector,

github.com/MSNP1381/advanced_raptor_rag

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