Do Membership Inference Attacks Work on Large Language Models?

Membership inference attacks (MIAs) attempt to predict whether a particular datapoint is a member of a target model's training data. Despite extensive research on traditional machine learning models, there has been limited work studying MIA on the pre-training data of large language models (LLM...

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Hauptverfasser: Duan, Michael, Suri, Anshuman, Mireshghallah, Niloofar, Min, Sewon, Shi, Weijia, Zettlemoyer, Luke, Tsvetkov, Yulia, Choi, Yejin, Evans, David, Hajishirzi, Hannaneh
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Sprache:eng
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