arXiv AI By J. Paul Liu, Rachel Levy

Beyond Tool Adoption: A Practical Five-Stage Developmental Continuum for AI Literacy in Higher Education

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arXiv:2606. 00038v1 Announce Type: cross Abstract: Artificial intelligence (AI) literacy is increasingly recognized as a foundational competency for all university graduates.

Summary generated by The Flow from the publisher's feed. The full article lives at arXiv AI.

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Education-centered critical policy analysis of AI: Ghana's AI strategy as a case

arXiv:2608. 16910v1 Announce Type: cross Abstract: National AI strategies increasingly guide governance, workforce development, innovation, and competitiveness, but less is known about how they frame education as a sector with pedagogical, cultural, ethical, and implementation demands.

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When the Target Domain Changes: AI-Mediated Construct Drift in High-Stakes English Language AssessmenW

High-stakes English proficiency tests treat standardized, unaided performance as evidence for score interpretations about academic English proficiency. This interpretation remains meaningful, but as target language use domains increasingly involve generative AI, the extrapolation from unaided test performance to academic communicative readiness becomes less self-evident.