Candace Walkington

Author directory

2026

Generative AI enables real-time and scalable context personalization of mathematics word problems (MWPs) based on students’ self-reported interests during assessment. However, a question arises: are personalized and standard MWPs mathematically equivalent? In this paper, we present two Natural Language Processing pipelines for evaluating mathematical equivalence between personalized and standard MWPs.