CodeIP: A Grammar-Guided Multi-Bit Watermark for Large Language Models of Code

arXiv:2404.15639v1 Announce Type: new
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