On Tables with Numbers, with Numbers

Konstantinos Kogkalidis, Stergios Chatzikyriakidis


Abstract
This paper is a critical reflection on the epistemic culture of contemporary computational linguistics, framed in the context of its growing obsession with tables with numbers. We argue against tables with numbers on the basis of their epistemic irrelevance, their environmental impact, their role in enabling and exacerbating social inequalities, and their deep ties to commercial applications and profit-driven research. We substantiate our arguments with empirical evidence drawn from a meta-analysis of computational linguistics research over the last decade.
Anthology ID:
2025.lm4uc-1.12
Volume:
Proceedings of the 1st Workshop on Language Models for Underserved Communities (LM4UC 2025)
Month:
May
Year:
2025
Address:
Albuquerque, New Mexico
Editor:
Duc Nguyen
Venues:
LM4UC | WS
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
104–115
Language:
URL:
https://preview.aclanthology.org/fix-sig-urls/2025.lm4uc-1.12/
DOI:
Bibkey:
Cite (ACL):
Konstantinos Kogkalidis and Stergios Chatzikyriakidis. 2025. On Tables with Numbers, with Numbers. In Proceedings of the 1st Workshop on Language Models for Underserved Communities (LM4UC 2025), pages 104–115, Albuquerque, New Mexico. Association for Computational Linguistics.
Cite (Informal):
On Tables with Numbers, with Numbers (Kogkalidis & Chatzikyriakidis, LM4UC 2025)
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PDF:
https://preview.aclanthology.org/fix-sig-urls/2025.lm4uc-1.12.pdf