The Labyrinth and the Thread: Rethinking Regularizations in Sequential Knowledge Editing for Large Language Models 事件

The Labyrinth and the Thread: Rethinking Regularizations in Sequential Knowledge Editing for Large Language Models arXiv:2605.26670v1 Announce Type: new Abstract: Sequential editing of structured knowledge in large language models allows targeted factual updates without retraining, yet existing methods often rely on complex regularization or constraint mechanisms whose necessity remains unclear. In this work, we systematically investigate the mechanisms underlying effective and stable sequentia