Beyond Next-Response Prediction: Evaluating Knowledge State Transition Consistency in Deep Learning Based Knowledge Tracing Models

Youheng Bai, Shen Han, Gangyi Tan, Jiahao Chen 0006, Zitao Liu 0001, Weiqi Luo 0002. Beyond Next-Response Prediction: Evaluating Knowledge State Transition Consistency in Deep Learning Based Knowledge Tracing Models. In Emmanuel G. Blanchard, Guanliang Chen, Min Chi, Seiji Isotani, editors, Artificial Intelligence in Education - 27th International Conference, AIED 2026, Seoul, South Korea, June 27-July 3, 2026, Proceedings, Part I. Volume 16581 of Lecture Notes in Computer Science, pages 509-523, Springer, 2026. [doi]

Abstract

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