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Pull together: Option-weighting-enhanced mixture-of-experts knowledge tracing

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成果类型:
期刊论文
作者:
Huang, Tao;Ou, Xinjia;Yang, Huali;Hu, Shengze;Geng, Jing;...
通讯作者:
Yang, HL
作者机构:
[Yang, Zongkai; Xu, Zhuoran; Hu, Shengze; Huang, Tao; Ou, Xinjia; Geng, Jing] Cent China Normal Univ, Natl Engn Res Ctr Educ Big Data, Wuhan 430079, Peoples R China.
[Yang, Huali] Wuhan Text Univ, Sch Comp Sci & Artificial Intelligence, Wuhan 430200, Peoples R China.
[Huang, Tao] Ningxia normal Univ, Guyuan 756000, Ningxia, Peoples R China.
[Xu, Zhuoran; Hu, Shengze; Huang, Tao; Ou, Xinjia; Geng, Jing] Cent China Normal Univ, Fac Artificial Intelligence Educ, Wuhan 430079, Peoples R China.
通讯机构:
[Yang, HL ] W
Wuhan Text Univ, Sch Comp Sci & Artificial Intelligence, Wuhan 430200, Peoples R China.
语种:
英文
关键词:
Knowledge tracing;Option tracing;Option weights;Multi-task learning
期刊:
Expert Systems with Applications
ISSN:
0957-4174
年:
2024
卷:
248
页码:
123419
基金类别:
CRediT authorship contribution statement Tao Huang: Methodology, Writing – original draft, Supervision, acquisition, Project administration. Xinjia Ou: Methodology, Writing – original draft, Validation, Formal analysis, Investigation. Huali Yang: Methodology, Visualization, Writing – review & editing, Supervision. Shengze Hu: Methodology, Writing – original draft, Resources. Jing Geng: Resources, Software. Zhuoran Xu: Visualization, Validation. Zongkai Yang: Visualization, Investigation.
机构署名:
本校为第一机构
摘要:
Educators dynamically adjust their teaching strategies by tracing the development of students' knowledge states. Knowledge Tracing (KT) plays a role similar to that of educators in online teaching. By analyzing past performances, KT identifies learners' knowledge states and predicts the outcomes of future exercises. However, the existing KT models assume that the learner's performance is a binary variable (i.e., correct or incorrect) without refining learner performance or differentiating knowledge states. Multiple-choice tests employ distractors that engage learners in different knowledge sta...

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