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Marika Swanberg

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Preprint Jul 2026

Extractable Memorization From First Principles

It is shown that matched comparisons enable rigorous, calibrated memorization claims, and reveal where prior setups have validity issues, which require a valid memorization claim and near-certain generation within a realistic budget.

A. F. Cooper, Marika Swanberg, Jamie Hayes et al. · 0 citations