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Wenyi Wang · Piotr Piękos · Li Nanbo · Firas Laakom · Yimeng Chen · Mateusz Ostaszewski · Mingchen Zhuge · Jürgen Schmidhuber
Jinhan Liu · Yibo Yang · Ruiying Lu · Piotr Piękos · Yimeng Chen · Peng Wang · Dandan Guo
Detecting pre-training data in Large Language Models (LLMs) is crucial for auditing data privacy and copyright compliance, yet it remains challenging in black-box, zero-shot settings where computational resources and training data are scarce. While existing likelihood-based methods have shown pro...