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Word2Course: Creating Interactive Courses from as Little as a Keyword

Topics: Adaptive Educational Systems; Architectures for AI-based Educational Systems; Authoring Tools and Content Development; Authoring Tools for Intelligent Tutoring Systems; Course Design and E-Learning Curriculae; Educational Data Mining; Intelligent Learning and Teaching Systems; Intelligent Tutoring Systems; Learning with AI Systems; Machine Learning; Natural Language Processing; Next Generation Teaching and Learning Environments

Authors: Sébastien Foucher ; Damián Pascual ; Oliver Richter and Roger Wattenhofer

Affiliation: Distributed Computing Group, ETH Zurich, Gloriastrasse 35, Zurich, Switzerland

Keyword(s): Web Scraping, Natural Language Processing, Question Generation, Distractor Generation.

Abstract: In this work, we introduce a novel pipeline that enables the generation of multiple-choice questions and exercises from as little as a topic keyword. Hence, providing users the possibility to start with a study objective in mind and then automatically generate personalized learning material. The main contributions of this project are a scraper that can extract relevant information from websites, a novel distractor generation method that can make use of context and a technique to automatically combine text and questions into interactive exercises. Our novel distractor generation method was tested in a human survey which showed that the distractor generation quality is comparable to hand crafted distractors. The pipeline is built into a web application that lets users refine the results for each step, openly accessible at https://adaptive-teaching.com.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Foucher, S., Pascual, D., Richter, O. and Wattenhofer, R. (2022). Word2Course: Creating Interactive Courses from as Little as a Keyword. In Proceedings of the 14th International Conference on Computer Supported Education - Volume 1: CSEDU; ISBN 978-989-758-562-3; ISSN 2184-5026, SciTePress, pages 105-115. DOI: 10.5220/0011064700003182

@conference{csedu22,
author={Sébastien Foucher and Damián Pascual and Oliver Richter and Roger Wattenhofer},
title={Word2Course: Creating Interactive Courses from as Little as a Keyword},
booktitle={Proceedings of the 14th International Conference on Computer Supported Education - Volume 1: CSEDU},
year={2022},
pages={105-115},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011064700003182},
isbn={978-989-758-562-3},
issn={2184-5026},
}

TY - CONF

JO - Proceedings of the 14th International Conference on Computer Supported Education - Volume 1: CSEDU
TI - Word2Course: Creating Interactive Courses from as Little as a Keyword
SN - 978-989-758-562-3
IS - 2184-5026
AU - Foucher, S.
AU - Pascual, D.
AU - Richter, O.
AU - Wattenhofer, R.
PY - 2022
SP - 105
EP - 115
DO - 10.5220/0011064700003182
PB - SciTePress

- Science and Technology Publications, Lda.
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