Mitigating the Privacy Issues in Retrieval-Augmented Generation (RAG) via Pure Synthetic Data
Shenglai Zeng, Jiankun Zhang, Pengfei He, Jie Ren, Tianqi Zheng, Hanqing Lu, Han Xu, Hui Liu, Yue Xing, Jiliang Tang
Abstract
Shenglai Zeng, Jiankun Zhang, Pengfei He, Jie Ren, Tianqi Zheng, Hanqing Lu, Han Xu, Hui Liu, Yue Xing, Jiliang Tang. Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing. 2025.
Topics & Concepts
Computer scienceInformation privacyNatural languageNatural (archaeology)Natural language generationComputer securitySynthetic dataEmpirical researchData miningData collectionInternet privacyKey (lock)ConfidentialityPrivacy-Preserving Technologies in DataTopic ModelingAdvanced Graph Neural Networks