一作ACL 2026Findings· Findings of ACL
Privacy-Preserving Reasoning with Knowledge-Distilled Parametric Retrieval Augmented Generation
Jinwen Chen · Hainan Zhang · Liang Pang · Yongxin Tong · Haibo Zhou · Shuai Chen · Zhiming Zheng
摘要
The current RAG system requires uploading plaintext documents to the cloud, risking private data leakage. Parametric RAG (PRAG) encodes documents as LoRA parameters within LLMs, offering a possible way to reduce exposure of raw content. However, it still faces two issues: (1) PRAG demands synthes...