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These are the facts that the model learnt through its pre-training

Unedited fact recall probability - In this case, we calculate the average probability with which a fact is recalled by the unedited/original model

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Lifelong Knowledge Editing requires Better Regularization

cs.CL · 2025-02-03 · conditional · novelty 6.0

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.

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  • Lifelong Knowledge Editing requires Better Regularization cs.CL · 2025-02-03 · conditional · none · ref 10

    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.