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CodeIP: A Grammar-Guided Multi-Bit Watermark for Large Language Models of Code
April 25, 2024, 5:44 p.m. | Batu Guan, Yao Wan, Zhangqian Bi, Zheng Wang, Hongyu Zhang, Yulei Sui, Pan Zhou, Lichao Sun
cs.CL updates on arXiv.org arxiv.org
Abstract: As Large Language Models (LLMs) are increasingly used to automate code generation, it is often desired to know if the code is AI-generated and by which model, especially for purposes like protecting intellectual property (IP) in industry and preventing academic misconduct in education. Incorporating watermarks into machine-generated content is one way to provide code provenance, but existing solutions are restricted to a single bit or lack flexibility. We present CodeIP, a new watermarking technique for …
abstract academic arxiv automate code code generation cs.cl education generated grammar industry intellectual property language language models large language large language models llms property type watermark
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