A Diachronic Analysis of Gender-Neutral Language on wikiHow

Katharina Suhr, Michael Roth


Abstract
As a large how-to website, wikiHow’s mission is to empower every person on the planet to learn how to do anything. An important part of including everyone also linguistically is the use of gender-neutral language. In this short paper, we study in how far articles from wikiHow fulfill this criterion based on manual annotation and automatic classification. In particular, we employ a classifier to analyze how the use of gender-neutral language has developed over time. Our results show that although about 75% of all articles on wikiHow were written in a gender-neutral way from the outset, revisions have a higher tendency to add gender-specific language than to change it to inclusive wording.
Anthology ID:
2024.ltedi-1.10
Volume:
Proceedings of the Fourth Workshop on Language Technology for Equality, Diversity, Inclusion
Month:
March
Year:
2024
Address:
St. Julian's, Malta
Editors:
Bharathi Raja Chakravarthi, Bharathi B, Paul Buitelaar, Thenmozhi Durairaj, György Kovács, Miguel Ángel García Cumbreras
Venues:
LTEDI | WS
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
118–123
Language:
URL:
https://aclanthology.org/2024.ltedi-1.10
DOI:
Bibkey:
Cite (ACL):
Katharina Suhr and Michael Roth. 2024. A Diachronic Analysis of Gender-Neutral Language on wikiHow. In Proceedings of the Fourth Workshop on Language Technology for Equality, Diversity, Inclusion, pages 118–123, St. Julian's, Malta. Association for Computational Linguistics.
Cite (Informal):
A Diachronic Analysis of Gender-Neutral Language on wikiHow (Suhr & Roth, LTEDI-WS 2024)
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PDF:
https://aclanthology.org/2024.ltedi-1.10.pdf