Supporting and performing culture from the inside

Lea Frermann, Steven Bird


Abstract
Anthropology and related disciplines which study culture have often found it useful to consider their epistemological and methodological approaches in terms of emic versus etic. This is the distinction between the insider perspective, how the world is viewed by a member of the culture, versus the outsider perspective, the scientific cataloguing of cultural knowledge and practice. We adopt this framework to systematically analyse assumptions in recent research on culture in NLP along the full pipeline of task selection, data collection, system design and evaluation. We draw attention to the ‘culture of NLP’ which shapes the research focus and approaches of our field, and suggest pathways towards a more culturally attuned AI.
Anthology ID:
2026.findings-emnlp.2226
Volume:
Findings of the Association for Computational Linguistics: EMNLP 2026
Month:
October
Year:
2026
Address:
Budapest, Hungary
Editors:
Hung-Yi Lee, Sunipa Dev, Jessy Li, Desmond Elliott
Venue:
Findings
SIG:
SIGDAT
Publisher:
Association for Computational Linguistics
Note:
Pages:
47683–47691
Language:
URL:
https://aclanthology.org/2026.findings-emnlp.2226/
DOI:
10.18653/2026.findings-emnlp.2226
Bibkey:
Cite (ACL):
Lea Frermann and Steven Bird. 2026. Supporting and performing culture from the inside. In Findings of the Association for Computational Linguistics: EMNLP 2026, pages 47683–47691, Budapest, Hungary. Association for Computational Linguistics.
Cite (Informal):
Supporting and performing culture from the inside (Frermann & Bird, Findings 2026)
Copy Citation:
PDF:
https://aclanthology.org/2026.findings-emnlp.2226.pdf