Using Sociolinguistic Variables to Reveal Changing Attitudes Towards Sexuality and Gender

Sky CH-Wang, David Jurgens


Abstract
Individuals signal aspects of their identity and beliefs through linguistic choices. Studying these choices in aggregate allows us to examine large-scale attitude shifts within a population. Here, we develop computational methods to study word choice within a sociolinguistic lexical variable—alternate words used to express the same concept—in order to test for change in the United States towards sexuality and gender. We examine two variables: i) referents to significant others, such as the word “partner” and ii) referents to an indefinite person, both of which could optionally be marked with gender. The linguistic choices in each variable allow us to study increased rates of acceptances of gay marriage and gender equality, respectively. In longitudinal analyses across Twitter and Reddit over 87M messages, we demonstrate that attitudes are changing but that these changes are driven by specific demographics within the United States. Further, in a quasi-causal analysis, we show that passages of Marriage Equality Acts in different states are drivers of linguistic change.
Anthology ID:
2021.emnlp-main.782
Volume:
Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing
Month:
November
Year:
2021
Address:
Online and Punta Cana, Dominican Republic
Editors:
Marie-Francine Moens, Xuanjing Huang, Lucia Specia, Scott Wen-tau Yih
Venue:
EMNLP
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
9918–9938
Language:
URL:
https://aclanthology.org/2021.emnlp-main.782
DOI:
10.18653/v1/2021.emnlp-main.782
Bibkey:
Cite (ACL):
Sky CH-Wang and David Jurgens. 2021. Using Sociolinguistic Variables to Reveal Changing Attitudes Towards Sexuality and Gender. In Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, pages 9918–9938, Online and Punta Cana, Dominican Republic. Association for Computational Linguistics.
Cite (Informal):
Using Sociolinguistic Variables to Reveal Changing Attitudes Towards Sexuality and Gender (CH-Wang & Jurgens, EMNLP 2021)
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PDF:
https://aclanthology.org/2021.emnlp-main.782.pdf