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Lingzi Hong

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Palette: A Modular, Controllable, and Efficient Framework for On-demand Authorized Safety Alignment Relaxation in LLMs

A modular, controllable, and efficient framework that selectively relaxes refusal behavior on authorized target domains while preserving standard safety elsewhere, offering a practical path toward foundation models that adapt to diverse professional needs.

Qi-Tao Tan, Xiaoying Song, Arman Akbari et al. · 1 citation
Preprint Aug 2026

Ask or Answer: A Decision Framework for Multi-Turn Health Misinformation Intervention

Correcting health misinformation in dialogue requires more than producing a factual rebuttal: users differ in what they know, what they believe, and what they need to hear, so an effective intervention often depends on first asking the right clarifying question. Yet existing methods either respond immediately or probe...

Xiaoying Song, Anirban Saha Anik, Jinyu Liu et al. · 0 citations

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