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The Privacy-Hallucination Tradeoff in Differentially Private Language Models

Ramesh, Krithika et al.
arXiv (All) · Papers
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computation-and-language
Both privacy and factual accuracy are paramount in high-stakes domains like healthcare. Concerningly, we uncover and investigate a privacy-hallucination tradeoff in differentially private (DP) language models. First, we empirically show that models pre-trained or fine-tuned with DP tend to produce m
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