AI RESEARCH
Behavior-Aware Item Modeling via Dynamic Procedural Solution Representations for Knowledge Tracing
arXiv CS.CL
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ArXi:2604.08260v1 Announce Type: new Knowledge Tracing (KT) aims to predict learners' future performance from past interactions. While recent KT approaches have improved via learning item representations aligned with Knowledge Components, they overlook the procedural dynamics of problem solving. We propose Behavior-Aware Item Modeling (BAIM), a framework that enriches item representations by integrating dynamic procedural solution information.