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Tianci Liu

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#artificial intelligence Preprint Oct 2026

Improving Atomic-Fact Recall via Focused Views in Unstructured Knowledge Editing

FOVEATED, a plug-and-play framework that constructs focused views of each sentence by randomly shifting the Rotary Position Embedding positions assigned to the keys of its preceding context, is proposed and theoretically analyzed how FOVEATED counteracts context-induced difficulty underestimation is analyzed.

Di Wu, Ye Zhang, Hao-Yu Wang et al. · 0 citations
Preprint Aug 2026

Hybrid-Policy Self-Editing for Composable Unstructured Knowledge Editing

HPSE is proposed, which builds a hybrid rollout that steps in to place missing facts onto the student's own trajectory precisely where its coverage fails, while staying on-policy elsewhere.

Tian-Ci Liu, Zi-Han Dong, Tian-Chun Li et al. · 0 citations

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