Papers by Isobel McCrum

1 papers
A Multilingual, Culture-First Approach to Addressing Misgendering in LLM Applications (2025.emnlp-main)

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Challenge: Misgendering is the act of referring to someone by using words that do not match their chosen identity.
Approach: They propose to use a participatory-design approach to assess and mitigate misgendering across 42 languages and dialects using a human-in-the-loop approach.
Outcome: The proposed guardrails reduce misgendering rates across all languages and dialects without loss of quality and without loss in quality.

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