On Tables with Numbers, with Numbers

NAACL 2025 Workshop LM4UC Submission17 Authors

Published: 04 Mar 2025, Last Modified: 17 Mar 2025LM4UCEveryoneRevisionsBibTeXCC BY 4.0
Keywords: reflections and critiques, ethical considerations in NLP applications
TL;DR: A critical look at the epistemic culture of computational linguistics today.
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.
Archival: Archival Track
Participation: Virtual
Presenter: Konstantinos Kogkalidis
Submission Number: 17
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