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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Side Liu

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Review Aug 2026

Beyond the Editing Canvas: Evidence Divergence in OOXML-to-LLM Ingestion

This work systematically traverse and mine the OOXML specification and confirms 21 evidence forks across Excel, Word, and PowerPoint, spanning six dimensions of view construction, which show that exposure is shaped upstream of the model by the ingestion path and extractor configuration.

Side Liu, Jiang-Wen Liu, Jingqiang Xin et al. · 0 citations

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