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cs.CL2024
Downstream Trade-offs of a Family of Text Watermarks
Anirudh Ajith, Sameer Singh, Danish Pruthi
Watermarking involves implanting an imperceptible signal into generated text that can later be detected via statistical tests. A prominent family of watermarking strategies for LLM…
cs.CL2024
Detecting Pretraining Data from Large Language Models
Weijia Shi, Anirudh Ajith, Mengzhou Xia +5
Although large language models (LLMs) are widely deployed, the data used to train them is rarely disclosed. Given the incredible scale of this data, up to trillions of tokens, it i…