ManiEdit: Sequential Unstructured Knowledge Editing for Language Models from a Manifold Perspective
This work reframe knowledge editing from a manifold perspective, viewing it as a localized displacement of an edit sub-manifold within the global knowledge manifold, and proposes ManiEdit, a novel manifold-aware autoregressive editing framework consisting of two core components: Pivot Localization and Manifold-Aware Pr...