Ask4Summary: A Summary Generation Moodle Plugin Using Natural Language Processing Techniques

Mohammed Saleh, Maria F. Iriarte, Maiga Chang

Research output: Chapter in Book/Report/Conference proceedingPublished Conference contributionpeer-review

2 Citations (Scopus)

Abstract

Online learning management systems (e.g., Moodle) provide students with a variety of materials in a course. If learning materials include large amount of text, students may find it difficult to gain insights. Natural Language Processing (NLP) uses computational language models to obtain knowledge from text and speech. This study develops a Moodle plugin, Ask4Summary plugin, which summarizes relevant course content for the questions asked by students in a discussion forum. First, the system parses all course text-based content documents to extract and store the information. As students ask in a discussion forum, the system parses the questions and creates responses for them. The response is a customized summary generated via matching and retrieving from the stored information. Ask4Summary plugin is an open-source project and has been approved by Moodle. The tool is available for users to download from the Moodle plugins directory. For the next step, the research team has an evaluation plan to implement the plugin in a graduate level academic writing English course in collaboration with an Asian university. The questionnaire covers the perceived usability of the plugin and teachers and student's perceptions. It is expected that evaluation results demonstrate that the plugin generates an adequate summary for each question. The plugin might extend beyond the use in online learning (e.g., medical records, legal documents).

Original languageEnglish
Title of host publication30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings
EditorsSridhar Iyer, Ju-Ling Shih, Ju-Ling Shih, Weiqin Chen, Weiqin Chen, Mas Nida MD Khambari, Mouna Denden, Rwitajit Majumbar, Liliana Cuesta Medina, Shitanshu Mishra, Sahana Murthy, Patcharin Panjaburee, Daner Sun
Pages549-554
Number of pages6
ISBN (Electronic)9789869721493
Publication statusPublished - 28 Nov. 2022
Event30th International Conference on Computers in Education Conference, ICCE 2022 - Kuala Lumpur, Malaysia
Duration: 28 Nov. 20222 Dec. 2022

Publication series

Name30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings
Volume1

Conference

Conference30th International Conference on Computers in Education Conference, ICCE 2022
Country/TerritoryMalaysia
CityKuala Lumpur
Period28/11/222/12/22

Keywords

  • Cosine Similarity
  • Discussion Forum
  • Language Learning
  • N-gram
  • Part of Speech

Fingerprint

Dive into the research topics of 'Ask4Summary: A Summary Generation Moodle Plugin Using Natural Language Processing Techniques'. Together they form a unique fingerprint.

Cite this