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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Jean O'Bryan

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Jul 2026

Government AI Use as a Monitoring Primitive: A Public Document Pilot Study

This work proposes a complementary monitoring primitive: measuring traces of language-model assistance in public government documents, and discusses how this signal could complement existing instruments for monitoring government AI adoption, and where it falls short.

David Atkinson, Jean O'Bryan · 0 citations

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