After knowledge-edited LLMs are fine-tuned, a large share of the edits stop working; editing only the edited layers removes edits more aggressively but hurts downstream accuracy.
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Can Fine-Tuning Erase Your Edits? On the Fragile Coexistence of Knowledge Editing and Adaptation
After knowledge-edited LLMs are fine-tuned, a large share of the edits stop working; editing only the edited layers removes edits more aggressively but hurts downstream accuracy.