AINeutralarXiv – CS AI · 9h ago5/10
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MBP-KT: Learning Global Collaborative Information from Meta-Behavioral Pattern for Enhanced Knowledge Tracing
Researchers propose MBP-KT, a machine learning framework that improves knowledge tracing by extracting collaborative learning patterns from student interaction sequences. The method transforms raw data into meta-behavioral patterns and injects this global collaborative information into various knowledge tracing models, demonstrating consistent performance improvements across real-world datasets.