AINeutralarXiv – CS AI · 6h ago6/10
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AnyEdit++: Adaptive Long-Form Knowledge Editing via Bayesian Surprise
Researchers introduce AnyEdit++, an improved framework for editing long-form knowledge in Large Language Models that uses Bayesian Surprise to identify semantic boundaries instead of fixed-window chunking. The method demonstrates superior performance across mathematical reasoning, code generation, and narrative tasks by maintaining structural coherence during knowledge updates.