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Preprint

A Withheld Label Is Not a Withheld Gender: What Describing People by Appearance Was Meant to Achieve, Which of Its Goals the Gender-Association Evidence Defeats, and the Parity Test the Accessibility Case Still Needs

Pranay Mahendrakar 2026

(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. Life of Research When a model describes a person whose gender it cannot know, a widely shared recommendation is to describe appearance ("short hair", "a defined jawline") instead of asserting an identity ("she", "a man"). A September 2026…

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