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TRAP: Understanding and Mitigating Privacy Memorization in Language Models

Ustaomeroglu, Muhammed et al.
arXiv (All) · Papers
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computation-and-language
Fine-tuning a language model on sensitive records can leave it able to reproduce them. We ask when this memorization arises and how to prevent it without knowing in advance which spans are sensitive. Our starting point is that most memorization scores and attacks share one statistical core: whether
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