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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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N Milton

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#small language model Open access Sep 2026

The Model Is a Dependency: Provenance and Error Detection in Financial Data Extraction

This work was produced through an AI-assisted workflow directed and reviewed by the author. This study separates identifying a model run from checking whether its numeric answer is correct. It evaluates a membership-only source check and top-20 truncated token entropy on a small water-table task, then examines extracti...

N Milton · 0 citations

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