Author

Ping Wu

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Preprint Aug 2026

Refusing Intent, Not Form: Wrapper-Based Intent-Group Supervision for LLM Safety

This work proposes Wrapper-Based Intent-Form Augmentation (WIFA), an automatic intent-group augmentation method that pairs wrapped harmful examples with structurally matched wrapped benign counterexamples, requiring no external teacher or manual per-wrapper intent labels.

Ping Wu, Haibo Tong, Feifei Zhao et al. · 0 citations