Locate-then-edit knowledge editing fails at scale due to over-optimized activations and growing edit-matrix norms, and adding MPES early stopping plus a Frobenius norm constraint mitigates the damage.
It is calculated as the harmonic mean of the Efficacy Score (ES), Paraphrase Score (PS), and Neighborhood Score (NS)
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Lifelong Knowledge Editing requires Better Regularization
Locate-then-edit knowledge editing fails at scale due to over-optimized activations and growing edit-matrix norms, and adding MPES early stopping plus a Frobenius norm constraint mitigates the damage.