Artificial intelligence is creating a new global linguistic hierarchy

Fuente: arXiv
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Auteurs principaux: Occhini, Giulia, Tanaka-Ishii, Kumiko, Barford, Anna, Tikochinski, Refael, Hu, Songbo, Reichart, Roi, Zhou, Yijie, Claus, Hannah, Petti, Ulla, Vulić, Ivan, Debnath, Ramit, Korhonen, Anna
Format: Preprint
Publié: 2026
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author Occhini, Giulia
Tanaka-Ishii, Kumiko
Barford, Anna
Tikochinski, Refael
Hu, Songbo
Reichart, Roi
Zhou, Yijie
Claus, Hannah
Petti, Ulla
Vulić, Ivan
Debnath, Ramit
Korhonen, Anna
author_facet Occhini, Giulia
Tanaka-Ishii, Kumiko
Barford, Anna
Tikochinski, Refael
Hu, Songbo
Reichart, Roi
Zhou, Yijie
Claus, Hannah
Petti, Ulla
Vulić, Ivan
Debnath, Ramit
Korhonen, Anna
contents Artificial intelligence (AI) has the potential to transform healthcare, education, governance and socioeconomic equity, but its benefits remain concentrated in a small number of languages (Bender, 2019; Blasi et al., 2022; Joshi et al., 2020; Ranathunga and de Silva, 2022; Young, 2015). Language AI - the technologies that underpin widely-used conversational systems such as ChatGPT - could provide major benefits if available in people's native languages, yet most of the world's 7,000+ linguistic communities currently lack access and face persistent digital marginalization. Here we present a global longitudinal analysis of social, economic and infrastructural conditions across languages to assess systemic inequalities in language AI. We first analyze the existence of AI resources for 6003 languages. We find that despite efforts of the community to broaden the reach of language technologies (Bapna et al., 2022; Costa-Jussà et al., 2022), the dominance of a handful of languages is exacerbating disparities on an unprecedented scale, with divides widening exponentially rather than narrowing. Further, we contrast the longitudinal diffusion of AI with that of earlier IT technologies, revealing a distinctive hype-driven pattern of spread. To translate our findings into practical insights and guide prioritization efforts, we introduce the Language AI Readiness Index (EQUATE), which maps the state of technological, socio-economic, and infrastructural prerequisites for AI deployment across languages. The index highlights communities where capacity exists but remains underutilized, and provides a framework for accelerating more equitable diffusion of language AI. Our work contributes to setting the baseline for a transition towards more sustainable and equitable language technologies.
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id arxiv_https___arxiv_org_abs_2602_12018
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Artificial intelligence is creating a new global linguistic hierarchy
Occhini, Giulia
Tanaka-Ishii, Kumiko
Barford, Anna
Tikochinski, Refael
Hu, Songbo
Reichart, Roi
Zhou, Yijie
Claus, Hannah
Petti, Ulla
Vulić, Ivan
Debnath, Ramit
Korhonen, Anna
Computers and Society
Computation and Language
Artificial intelligence (AI) has the potential to transform healthcare, education, governance and socioeconomic equity, but its benefits remain concentrated in a small number of languages (Bender, 2019; Blasi et al., 2022; Joshi et al., 2020; Ranathunga and de Silva, 2022; Young, 2015). Language AI - the technologies that underpin widely-used conversational systems such as ChatGPT - could provide major benefits if available in people's native languages, yet most of the world's 7,000+ linguistic communities currently lack access and face persistent digital marginalization. Here we present a global longitudinal analysis of social, economic and infrastructural conditions across languages to assess systemic inequalities in language AI. We first analyze the existence of AI resources for 6003 languages. We find that despite efforts of the community to broaden the reach of language technologies (Bapna et al., 2022; Costa-Jussà et al., 2022), the dominance of a handful of languages is exacerbating disparities on an unprecedented scale, with divides widening exponentially rather than narrowing. Further, we contrast the longitudinal diffusion of AI with that of earlier IT technologies, revealing a distinctive hype-driven pattern of spread. To translate our findings into practical insights and guide prioritization efforts, we introduce the Language AI Readiness Index (EQUATE), which maps the state of technological, socio-economic, and infrastructural prerequisites for AI deployment across languages. The index highlights communities where capacity exists but remains underutilized, and provides a framework for accelerating more equitable diffusion of language AI. Our work contributes to setting the baseline for a transition towards more sustainable and equitable language technologies.
title Artificial intelligence is creating a new global linguistic hierarchy
topic Computers and Society
Computation and Language
url https://arxiv.org/abs/2602.12018