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Methods for structuring knowledge as interconnected nodes and relationships to improve semantic retrieval.
Distinguishing note: Focuses on graph-based semantic structures rather than flat vector embeddings.
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This repository serves as a comprehensive knowledge base and toolkit for Retrieval-Augmented Generation (RAG). It provides a structured collection of interactive tutorials and code-based demonstrations designed to help developers optimize the accuracy and relevance of large language model responses by connecting them to external data sources. The project distinguishes itself by offering hands-on implementations of advanced search architectures and retrieval strategies. It covers complex workflows such as multi-stage reranking, contextual compression, and self-corrective feedback loops, which
Organizes data into interconnected nodes to capture complex semantic dependencies.