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Incorporating Cognitive Load and Knowledge Transfer for Multi-Domain Knowledge Tracing

This paper proposes LT-MKT, a novel multi-domain knowledge tracing method that leverages large language models to construct a hierarchical graph and explicitly models cognitive load and knowledge transfer across domains to achieve state-of-the-art prediction of student performance.

Original authors: Haotian Zhang, Shucun Wang, Jinze Wu, Liang Ding, Shuochen Liu, Zhenya Huang, Jing Sha, Shijin Wang, Qi Liu

Published 2026-08-26
📖 1 min read☕ Coffee break read

Original authors: Haotian Zhang, Shucun Wang, Jinze Wu, Liang Ding, Shuochen Liu, Zhenya Huang, Jing Sha, Shijin Wang, Qi Liu

Original paper licensed under CC BY 4.0 (http://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

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