作者位次 #5/7ACL 2026Findings· Findings of ACL
DKME : Rethinking Coupled Knowledge Memory for Lifelong Model Editing of Large Language Models
Guanyu Zheng · Wang Zhenyu · He Tingting · Xv Wang · Haochang Wang · Yaokai Huang · Tiejun Zhao
摘要
Lifelong knowledge editing aims to inject a stream of factual updates into large language models (LLMs) without retraining, yet existing memory-based editors often suffer from catastrophic forgetting as edits accumulate. We argue that a key factor is the coupled knowledge memory mechanism, where...