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Sanitization's Slippery Slope: The Design and Study of a - CUPS

Sanitization's Slippery Slope: The Design and Study of a - CUPS 2025

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The document discusses the development and evaluation of a text revision assistant designed to help users sanitize sensitive content while preserving its utility. It contrasts traditional redaction methods, which often diminish content usefulness, with a new approach called sanitization that replaces sensitive terms with less specific alternatives. The tool employs web-based data mining to identify sensitive words and provides suggestions for revisions, aiming to balance privacy and information retention. A user study indicates that while the tool can enhance sanitization effectiveness, it may lead users to overly rely on its judgments, particularly when dealing with unfamiliar subjects.

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