Impoverished Language Technology: The Lack of (Social) Class in NLP
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Abstract (arXiv)
Since Labov's (1964) foundational work on the social stratification of language, linguistics has dedicated concerted efforts towards understanding the relationships between socio-demographic factors and language production and perception. Despite the large body of evidence identifying significant relationships between socio-demographic factors and language production, relatively few of these factors have been investigated in the context of NLP technology. While age and gender are well covered, Labov's initial target, socio-economic class, is largely absent. We survey the existing Natural Language Processing (NLP) literature and find that only 20 papers even mention socio-economic status. However, the majority of those papers do not engage with class beyond collecting information of annotator-demographics. Given this research lacuna, we provide a definition of class that can be operationalised by NLP researchers, and argue for including socio-economic class in future language technologies.
Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 8 of its 43 references that are in the map. First posted on arXiv 6 Mar 2024.
Builds on
8 of 43 references.
References · 8
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Built on by
Citing papers per year: 2026: 1.
1 paper.
- 2026Variation is the Norm: Embracing Sociolinguistics in NLPcited by 0
- 2026Variation is the Norm: Embracing Sociolinguistics in NLP25 Mar 2026