Difficulty aware programming knowledge tracing via large language models

Abstract Knowledge Tracing (KT) assesses students’ mastery of specific knowledge concepts and predicts their problem-solving abilities by analyzing their interactions with intelligent tutoring systems. Although recent years have seen significant improvements in tracking accuracy with the introductio...

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Bibliographic Details
Main Authors: Lina Yang, Xinjie Sun, Hui Li, Ran Xu, Xuqin Wei
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-96540-3
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