Search Results for author: Leyi Pan

Found 3 papers, 2 papers with code

A Survey of Text Watermarking in the Era of Large Language Models

no code implementations13 Dec 2023 Aiwei Liu, Leyi Pan, Yijian Lu, Jingjing Li, Xuming Hu, Xi Zhang, Lijie Wen, Irwin King, Hui Xiong, Philip S. Yu

Text watermarking algorithms play a crucial role in the copyright protection of textual content, yet their capabilities and application scenarios have been limited historically.

Dialogue Generation

A Semantic Invariant Robust Watermark for Large Language Models

1 code implementation10 Oct 2023 Aiwei Liu, Leyi Pan, Xuming Hu, Shiao Meng, Lijie Wen

In this work, we propose a semantic invariant watermarking method for LLMs that provides both attack robustness and security robustness.

An Unforgeable Publicly Verifiable Watermark for Large Language Models

2 code implementations30 Jul 2023 Aiwei Liu, Leyi Pan, Xuming Hu, Shu'ang Li, Lijie Wen, Irwin King, Philip S. Yu

Experiments demonstrate that our algorithm attains high detection accuracy and computational efficiency through neural networks with a minimized number of parameters.

Computational Efficiency

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