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Bingcan Guo

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Preprint Aug 2026

CIDER: A Dataset of Contextual Disclosure Boundaries for Privacy Preference Alignment

This work introduces CIDER, a dataset of 14,850 human annotations from 169 users, forming 1,650 contextual disclosure boundary sets across 60 interpersonal communication scenarios involving information sharing that violates privacy norms, and reveals both the promise and limitations of inference-time personalization fo...

Bingcan Guo, Er-Yue Xu, Jijie Zhou et al. · 0 citations

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