CHAOUCH, M. Achraf (2024) Knowledge tracing of programming exercices PRE - Research Project, ENSTA.
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Abstract
Knowledge Tracing is a sequence prediction problem aiming at predicting the outcomes of a student’s attempts based on their previous performance. In this report, we compare different models of Knowledge Tracing applied on the confidential database of France-ioi and we explore the first steps of creating an engine for hint generation. we also prove the equivalence of studying the database of France-ioi and that of Code4Bench making this study open-source and increasing the potential of this project. Finally, we suggest future approaches in the form of model architectures that could improve our results and better meet our needs.
Item Type: | Thesis (PRE - Research Project) |
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Uncontrolled Keywords: | Knowledge Tracing, Code Knowledge Tracing, Artificial Intelligence, Education, LLM, Embeddings, Neural Networks, Programming. |
Subjects: | Information and Communication Sciences and Technologies |
ID Code: | 10275 |
Deposited By: | Achraf Chaouch |
Deposited On: | 09 sept. 2024 11:09 |
Dernière modification: | 09 sept. 2024 11:09 |
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