This scoping review follows PRISMA-ScR and synthesizes 20 empirical studies published between 2014 and 2025, identified through searches updated in April 2026, in which functional near-infrared spectroscopy measured task-related cortical hemodynamic responses during GILS use.
Shayla Sharmin, Gael Lucero-palacios, Behdokht Kiafar et al.· 0 citations
Analysis of StudyChat, a public dataset of student and ChatGPT tutoring conversations from an artificial intelligence course, shows situation-dependent response patterns support context-aware evaluation and design of AI tutoring responses for programming education.
M. Abrar, Shayla Sharmin, R. Barmaki· arXiv.org· 0 citations
A diagnostic toolkit for auditing what benchmark scores for open-source Video-LLM models actually measure, and finds the accuracy does not come from character tracking.
Mohammad Al-Ratrout, Shayla Sharmin, Aditya Raikwar et al.· arXiv.org· 0 citations
Initial evidence is provided that RMET can be studied as a process-aware assessment task in controlled VR and desktop settings and that VR received higher usability ratings and was also rated as more effortful.
M. Abrar, Shayla Sharmin, R. Barmaki· 0 citations
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