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RAGMedium· Summarization· Context· Retrieval

Your RAG system nails fact-lookup questions but gives v...

Standard RAG systems often struggle with summarization because they retrieve isolated chunks rather than a cohesive overview. By building a summary tree through recursive clustering, you create nodes that contain aggregate information. This allows the system to retrieve a summary-level node when the query requires a global perspective rather than specific facts.

Code playground (Python)