Bridging neuroscience and AI: adaptive, culturally sensitive technologies transforming aphasia rehabilitation

arXiv cs.AI / 3/25/2026

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Key Points

  • The article reviews how recent neurocognitive research and language technologies can improve the diagnosis and therapy of aphasia, a language impairment often caused by stroke or brain injury.
  • It emphasizes that even with advances in speech therapy, shortages of therapists and a lack of personalized, culturally relevant tools limit rehabilitation outcomes.
  • Using insights from an ethnographic field study, the authors present two digital therapy prototypes intended to incorporate local linguistic diversity and increase patient engagement.
  • The paper argues that adaptive, AI-enhanced assistive technologies can complement conventional therapy and expand access, while aiming to better match the needs of both patients and therapists.
  • It concludes with future research directions focused on making aphasia rehabilitation more personalized and scalable.

Abstract

Aphasia, a language impairment primarily resulting from stroke or brain injury, profoundly disrupts communication and everyday functioning. Despite advances in speech therapy, barriers such as limited therapist availability and the scarcity of personalized, culturally relevant tools continue to hinder optimal rehabilitation outcomes. This paper reviews recent developments in neurocognitive research and language technologies that contribute to the diagnosis and therapy of aphasia. Drawing on findings from our ethnographic field study, we introduce two digital therapy prototypes designed to reflect local linguistic diversity and enhance patient engagement. We also show how insights from neuroscience and the local context guided the design of these tools to better meet patient and therapist needs. Our work highlights the potential of adaptive, AI-enhanced assistive technologies to complement conventional therapy and broaden access to therapy. We conclude by outlining future research directions for advancing personalized and scalable aphasia rehabilitation.