From Fact Overwriting to Knowledge Evolution: Causal Editing via On-Policy Self-Distillation 事件

From Fact Overwriting to Knowledge Evolution: Causal Editing via On-Policy Self-Distillation arXiv:2605.28303v1 Announce Type: new Abstract: While Knowledge Editing (KE) enables efficient updates, its dominant Static Fact Overwriting paradigm treats LLMs as discrete databases, forcibly injecting isolated facts. Fracturing pre-trained logical topologies, this triggers Epistemic Dissonance -- a pathology where un-evolved legacy priors force the model to explicitly negate the injected update. Idea