Assessing the Potential Challenges of Paid LLMs and Inequities: Assessments and Academic Integrity in Higher Education

This essay examines the potential impact of paid-for or premium language models, where some students may be able to afford advanced models generating superior outputs while others could face inequities due to financial constraints. It explores how this dynamic can exacerbate the digital divide, challenge traditional as well as more recent assessment methods in language education, and discusses strategies that hold promise in navigating these complexities in the era of Generative AI within the context of higher education.

Publication Details

Journal
Rare & Special e-Zone (The Hong Kong University of Science and Technology)
Published
2025-01-01
Primary Topic
Second Language Learning and Teaching
Type
article
Field-Weighted Citation Impact
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article

Assessing the Potential Challenges of Paid LLMs and Inequities: Assessments and Academic Integrity in Higher Education

Rare & Special e-Zone (The Hong Kong University of Science and Technology)
Second Language Learning and Teaching
article

Assessing the Potential Challenges of Paid LLMs and Inequities: Assessments and Academic Integrity in Higher Education

article en

Abstract

This essay examines the potential impact of paid-for or premium language models, where some students may be able to afford advanced models generating superior outputs while others could face inequities due to financial constraints. It explores how this dynamic can exacerbate the digital divide, challenge traditional as well as more recent assessment methods in language education, and discusses strategies that hold promise in navigating these complexities in the era of Generative AI within the context of higher education.

Rare & Special e-Zone (The Hong Kong University of Science and Technology)
Quality Education
Openalex Percentile: Top 44%
Second Language Learning and Teaching
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Assessing the Potential Challenges of Paid LLMs and Inequities: Assessments and Academic Integrity in Higher Education · Rare & Special e-Zone (The Hong Kong University of Science and Technology) (2025) | TGRS Research Map | TGRS