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A Neural Natural Language Processing System for Educational Resource Knowledge Domain Classification

Author:
Schrumpf, Johannes [DBLP] ;
Weber, Felix [DBLP] ;
Thelen, Tobias [DBLP]
Abstract
In higher education, educational resources are the vessel with which information get transferred to the learner. Information on the content discussed in the scope of the educational resources, however, is implicit and must be inferred by the user by reading the resource title or through contextual information. In this paper we present a state-of-the-art neural natural language processing system, based on Google-BERT, that maps educational resource titles into one of 905 classes from the Dewey Decimal Classification (DDC) system. We present model architecture, training procedure dataset properties and our performance analysis methodology. We show that aside from classification performance, our model implicitly learns the class hierarchy inherent to the DDC.
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Schrumpf, J., Weber, F. & Thelen, T., (2021). A Neural Natural Language Processing System for Educational Resource Knowledge Domain Classification. In: Kienle, A., Harrer, A., Haake, J. M. & Lingnau, A. (Hrsg.), DELFI 2021. Bonn: Gesellschaft für Informatik e.V.. (S. 283-288).
@inproceedings{mci/Schrumpf2021,
author = {Schrumpf, Johannes AND Weber, Felix AND Thelen, Tobias},
title = {A Neural Natural Language Processing System for Educational Resource Knowledge Domain Classification},
booktitle = {DELFI 2021},
year = {2021},
editor = {Kienle, Andrea AND Harrer, Andreas AND Haake, Joerg M. AND Lingnau, Andreas} ,
pages = { 283-288 },
publisher = {Gesellschaft für Informatik e.V.},
address = {Bonn}
}
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More Info

ISBN: 978-3-88579-710-4
ISSN: 1617-5468
xmlui.MetaDataDisplay.field.date: 2021
Language: en (en)
Content Type: Text/Conference Paper

Keywords

  • Machine Learning
  • AI in Higher Education
  • Recommender Systems
Collections
  • DeLFI 2021 [67]
  • P316 - DeLFI 2021 - Die 19. Fachtagung Bildungstechnologien [67]

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Gesellschaft für Informatik e.V. (GI), Kontakt: Geschäftsstelle der GI
Diese Digital Library basiert auf DSpace.