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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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Detaylı Bibliyografya
Yayımlandı:Artificial Intelligence in Education
Asıl Yazarlar: Pu, Shi, Yudelson, Michael, Ou, Lu, Huang, Yuchi
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: 2020
Konular:
Online Erişim:https://ncbi.nlm.nih.gov/pmc/articles/PMC7334675/
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-030-52240-7_46
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