Causal Path Alignment anchors optimization trajectories in in-parameter knowledge editing to follow relation-aware causal paths, reducing subject-dominant memory interference in LLMs.
Language models as knowledge bases: On entity representations, storage capacity, and paraphrased queries
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Causal Path Alignment: Anchoring the Optimization Trajectory for Controllable In-Parameter Knowledge Editing
Causal Path Alignment anchors optimization trajectories in in-parameter knowledge editing to follow relation-aware causal paths, reducing subject-dominant memory interference in LLMs.