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Reading Is Not Leaking: Local, Auditable Measurement and Reduction of Inference Exposure from Public Footprints

Ameen, Mahmudul Faisal Al
arXiv (All) · Papers
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computation-and-languagecomputers-and-societycryptography-and-securityi-2-7k-4-1k-6-5
Anyone with a public footprint leaks facts that were never stated, and language models make the inference cheap. We present a framework for measuring and reducing this inference exposure that runs on the owner's own CPU with no language model at analysis time, instantiated on organisations and on in
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