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Evaluating Adaptive Personalization of Educational Readings with Simulated Learners

arXiv cs.CL · 2026-04-21 Cached

Researchers from Arizona State University present a framework for evaluating adaptive personalization of educational reading materials using theory-grounded simulated learners, incorporating memory models, misconception revision, and Bayesian Knowledge Tracing. Experiments across three subjects show adaptive reading significantly improved outcomes in computer science but had mixed results in chemistry and biology.

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