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Deep Knowledge Tracing with Transformers

In this work, we propose a Transformer-based model to trace students’ knowledge acquisition. We modified the Transformer structure to utilize 1) the association between questions and skills and 2) the elapsed time between question steps. The use of question-skill associations allows the model to lea...

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Detalles Bibliográficos
Autores principales: Pu, Shi, Yudelson, Michael, Ou, Lu, Huang, Yuchi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7334675/
http://dx.doi.org/10.1007/978-3-030-52240-7_46