ManiEdit: Sequential Unstructured Knowledge Editing for Language Models from a Manifold Perspective

Large language models (LLMs) inevitably generate some incorrect or outdated content, necessitating efficient and precise mechanisms for continual knowledge updates. However, existing model editing methods struggle to sequentially edit unstructured long-form knowledge, suffering from severe edit forg