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Towards Automatic Tutoring Of Custom Student-Stated Math Word Problems

Conference Paper/Proceedings
Towards Automatic Tutoring Of Custom Student-Stated Math Word Problems
Publication Year:
2023
Publication Source:
Communications In Computer And Information Science
Volume:
1831 CCIS
Funding Type:
ECR:Core
Author(s):
Arnau-González, Pablo; Serrano-Mamolar, Ana; Katsigiannis, Stamos; Arevalillo-Herráez, Miguel
Supporting Project(s):

Math Word Problem (MWP) solving for teaching math with Intelligent Tutoring Systems (ITSs) faces a major limitation: ITSs only supervise pre-registered problems, requiring substantial manual effort to add new ones. ITSs cannot assist with student-generated problems. To address this, we propose an automated approach to translate MWPs to an ITS’s internal representation using pre-trained language models to convert MWP to Python code, which can then be imported easily. Experimental evaluation using various code models demonstrates our approach’s accuracy and potential for improvement. © 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.