March 13, 2024, 4:47 a.m. | Akshat Gupta, Gopala Anumanchipalli

cs.CL updates on arXiv.org arxiv.org

arXiv:2403.07175v1 Announce Type: new
Abstract: Recent work on model editing using Rank-One Model Editing (ROME), a popular model editing method, has shown that there are certain facts that the algorithm is unable to edit without breaking the model. Such edits have previously been called disabling edits. These disabling edits cause immediate model collapse and limits the use of ROME for sequential editing. In this paper, we make two main contributions. Firstly, we show that model collapse with ROME only happens …

abstract algorithm arxiv breaking cs.ai cs.cl edit editing facts model collapse one model popular the algorithm type work

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