Yudong Chen
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126
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NLP×1
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2026
Linear Ensembles Wash Away Watermarks: On the Fragility of Distributional Perturbations in LLMs
The paper demonstrates that combining outputs from multiple large language models (LLMs) effectively cancels out statistical watermarks, revealing a fundamental vulnerability in current AI text detection methods.
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Papers
cs.CLRecentMay 28, 2026
Linear Ensembles Wash Away Watermarks: On the Fragility of Distributional Perturbations in LLMs
Zhihao Wu, Gracia Gong, Qinglin Zhu, Yudong Chen +1 more
The paper demonstrates that combining outputs from multiple large language models (LLMs) effectively cancels out statistical watermarks, revealing a fundamental vulnerability in current AI text detect…
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