Jiachen Liu
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2026
From Fact Overwriting to Knowledge Evolution: Causal Editing via On-Policy Self-Distillation
The paper introduces Causal Editing (CODE), a new paradigm that improves knowledge updates in LLMs by grounding fact injection in causal narratives, drastically reducing self-refutation rates.
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cs.AIRecentMay 27, 2026
From Fact Overwriting to Knowledge Evolution: Causal Editing via On-Policy Self-Distillation
Shuaike Li, Kai Zhang, Xianquan Wang, Jiachen Liu +1 more
The paper introduces Causal Editing (CODE), a new paradigm that improves knowledge updates in LLMs by grounding fact injection in causal narratives, drastically reducing self-refutation rates.
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