Benchmarking Empirical Privacy Protection for Adaptations of Large Language Models
ICLROral2026
TL;DR
DP adaptations of LLMs can leak data in practice, with risk rising as adaptation data becomes closer to the pretraining distribution.
Opening excerpt from the authors’ abstract. source
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Topics
large language model language model pretraining benchmark privacy llm