Enhancing Pre-training Data Detection in LLMs Through Discriminative and Symmetric Prefix Selection - researchr publication authors

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Kai Sun, Yuxin Lin, Bo Dong 0001, Jingyao Zhang, Bin Shi. Enhancing Pre-training Data Detection in LLMs Through Discriminative and Symmetric Prefix Selection. In Sven Koenig, Chad Jenkins, Matthew E. Taylor, editors, Fortieth AAAI Conference on Artificial Intelligence, Thirty-Eighth Conference on Innovative Applications of Artificial Intelligence, Sixteenth Symposium on Educational Advances in Artificial Intelligence, AAAI 2026, Singapore, January 20-27, 2026. pages 33100-33107, AAAI Press, 2026. [doi]

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