1 repo
Awesome GitHub RepositoriesContextual Compression
Techniques for filtering and condensing retrieved information to optimize prompt context windows.
Distinguishing note: Focuses on prompt optimization via data reduction, distinct from general retrieval.
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Awesome Contextual Compression GitHub Repositories
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- NirDiamant/RAG_Techniques
NirDiamant/RAG_Techniques
25,455View on GitHubThis 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
Optimizes prompt windows by extracting only the most relevant segments from retrieved documents.
Jupyter Notebookailangchainllama-index
