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cs.CR2025
Robust Data Watermarking in Language Models by Injecting Fictitious Knowledge
Xinyue Cui, Johnny Tian-Zheng Wei, Swabha Swayamdipta +1
Data watermarking in language models injects traceable signals, such as specific token sequences or stylistic patterns, into copyrighted text, allowing copyright holders to track a…
cs.CR2024★ 3 cited
Proving membership in LLM pretraining data via data watermarks
Johnny Tian-Zheng Wei, Ryan Yixiang Wang, Robin Jia
Detecting whether copyright holders' works were used in LLM pretraining is poised to be an important problem. This work proposes using data watermarks to enable principled detectio…