A Statistical and Multi-Perspective Revisiting of the Membership Inference Attack in Large Language Models

Bowen Chen, Namgi Han, Yusuke Miyao. A Statistical and Multi-Perspective Revisiting of the Membership Inference Attack in Large Language Models. In Wanxiang Che, Joyce Nabende, Ekaterina Shutova, Mohammad Taher Pilehvar, editors, Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2025, Vienna, Austria, July 27 - August 1, 2025. pages 22854-22874, Association for Computational Linguistics, 2025. [doi]

Abstract

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