Culture is Not Trivia: Sociocultural Theory for Cultural NLP

Naitian Zhou, David Bamman, Isaac L. Bleaman


Abstract
The field of cultural NLP has recently experienced rapid growth, driven by a pressing need to ensure that language technologies are effective and safe across a pluralistic user base. This work has largely progressed without a shared conception of culture, instead choosing to rely on a wide array of cultural proxies. However, this leads to a number of recurring limitations: coarse national boundaries fail to capture nuanced differences that lay within them, limited coverage restricts datasets to only a subset of usually highly-represented cultures, and a lack of dynamicity results in static cultural benchmarks that do not change as culture evolves. In this position paper, we argue that these methodological limitations are symptomatic of a theoretical gap. We draw on a well-developed theory of culture from sociocultural linguistics to fill this gap by 1) demonstrating in a case study how it can clarify methodological constraints and affordances, 2) offering theoretically-motivated paths forward to achieving cultural competence, and 3) arguing that localization is a more useful framing for the goals of much current work in cultural NLP.
Anthology ID:
2025.acl-long.1256
Volume:
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
Month:
July
Year:
2025
Address:
Vienna, Austria
Editors:
Wanxiang Che, Joyce Nabende, Ekaterina Shutova, Mohammad Taher Pilehvar
Venue:
ACL
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
25869–25886
Language:
URL:
https://preview.aclanthology.org/ingestion-acl-25/2025.acl-long.1256/
DOI:
Bibkey:
Cite (ACL):
Naitian Zhou, David Bamman, and Isaac L. Bleaman. 2025. Culture is Not Trivia: Sociocultural Theory for Cultural NLP. In Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 25869–25886, Vienna, Austria. Association for Computational Linguistics.
Cite (Informal):
Culture is Not Trivia: Sociocultural Theory for Cultural NLP (Zhou et al., ACL 2025)
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PDF:
https://preview.aclanthology.org/ingestion-acl-25/2025.acl-long.1256.pdf