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Waterpool: A Watermark Mitigating Trade-offs Among Imperceptibility, Efficacy And Robustness

Abstract

With the increasing use of large language models (LLMs) in daily life, concerns have emerged regarding their potential misuse and societal impact. Watermarking is proposed to trace the usage of specific models by injecting patterns into their generated texts. An ideal watermark should produce outputs that are nearly indistinguishable from those of the original LLM (imperceptibility), while ensurin

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