Author

D. Song

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#natural language process... Feb 2025

Dataset Protection via Watermarked Canaries in Retrieval-Augmented LLMs

This work introduces a novel approach, \textit{CanaryTrace}, to safeguard the ownership of text datasets and effectively detect unauthorized use by RA-LLMs, and demonstrates high query efficiency, detectability, and consistency, along with minimal perturbation to the original dataset, all without compromising the performance of the RAG system.

Yepeng Liu, Xuandong Zhao, D. Song et al. · arXiv.org · 15 citations · ⚡1