DMHM: Density-aware Manifold Learning and Hybrid Mahalanobis Energy for LLMs-generated Text Detection

Tianle Liu, Zhiliang Tian, Zhen Huang 0006, Tianlun Liu, Jingyuan Huang, Zhaoning Zhang 0001, Chengcheng Shao, Dongsheng Li 0001. DMHM: Density-aware Manifold Learning and Hybrid Mahalanobis Energy for LLMs-generated Text Detection. In Maria Liakata, Viviane P. Moreira, Jiajun Zhang 0001, David Jurgens, editors, Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2026, San Diego, California, United States, July 2-7, 2026. pages 3906-3929, Association for Computational Linguistics, 2026. [doi]

Abstract

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