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Document Parsing for RAG
Critical preprocessing step for RAG systems involving extraction of text, tables, and images from various document formats (PDF, DOCX, HTML) using tools like Unstructured, LlamaParse, and PyPDF.
L2 Normalization (Vector Normalization)
A preprocessing technique that scales vectors to unit length, ensuring all vectors lie on a hypersphere. Essential for making cosine similarity equivalent to inner product and improving embedding quality in many applications.
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