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Transform DOCX into LLM-ready data

Published on: 2025-07-21 10:42:48

ContextGem provides built-in converter to easily transform DOCX files into LLM-ready ContextGem document objects. 📑 Extracts information that other open-source tools often do not capture: misaligned tables, comments, footnotes, textboxes, headers/footers, and embedded images # You can also use it as a standalone text extractor Extracts embedded images and converts them to Image objects for further processing with vision models (can be excluded using include_images=False ) Extracts footnotes with references and preserves connection to original text (can be excluded using include_footnotes=False ) Captures document headers and footers with appropriate metadata (can be excluded using include_headers=False and include_footers=False ) 💥 Beyond Standard Libraries# Our evaluation of popular open-source DOCX processing libraries revealed critical limitations: most packages either omit important elements (e.g. comments, textboxes, or embedded images), fail to handle complex structures (s ... Read full article.