mlsanityData to 7 Oct 2026

Impoverished Language Technology: The Lack of (Social) Class in NLP

arXiv 2403.03874 ↗First posted 6 Mar 2024cs.CL cs.AI cs.CYcited by 1

Not on the map. Why?

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

  1. 2021A Survey of Race, Racism, and Anti-Racism in NLPcited by 74
  2. 2021ConvAbuse: Data, Analysis, and Benchmarks for Nuanced Abuse Detection in Conversational AIcited by 46
  3. 2015Computational Sociolinguistics: A Surveycited by 35
  4. 2021Socially Aware Bias Measurements for Hindi Language Representationscited by 29
  5. 2020The Danish Gigaword Projectcited by 17
  6. 2018The Remarkable Benefit of User-Level Aggregation for Lexical-based Population-Level Predictionscited by 9
  7. 2018Residualized Factor Adaptation for Community Social Media Prediction Taskscited by 3
  8. 2019You Write Like You Eat: Stylistic variation as a predictor of social stratificationcited by 3

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 1.

1 paper.