Tak-Wai Chan

Proficiency informed knowledge tracing: Leveraging large language models to enhance predictive methods in mathematics learning

Predictive methods play a key role in learning systems to enable effective interventions. However, most existing approaches emphasize concept-level suggestions and pay limited attention to cognitive constructs aligned with instructional goals. For instance, in mathematics, mastery depends on the integrated and balanced...