Automatic Question Generation with Classification Based on Mind Map

Selvia Ferdiana Kusuma, Daniel Oranova Siahaan, Chastine Fatichah, Mohammad Farid Naufal

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

5 Citations (Scopus)

Abstract

In Indonesia's national education system, a question within a national standardized school examination (Ujian Sekolah Berstandar Nasional, USBN) is generated based on a predetermined grid. A predetermined grid is a matrix that contains a set of criteria that all question should abide. Students who would like to take the final school exam usually prepare themselves by learning through the existing predetermined grid then extend their knowledge around the predetermined grid. But extending knowledge around the predetermined grid is not easy because it depends on the student's creativity to associate the material that exists. The contribution of this research is to generate various types of questions that have relevance to the predetermined grid. The dataset that used is learning the material of all grade in 4, 5, and 6 of elementary school science subjects. The question generation process is done by the rule which generated from the mind map. The mind map will help to determine the interrelationship between the learning material. This study uses 50 competencies from the predetermined grid as input to generate questions. The results of question generation are then validated by an expert. Expert state that all inputs used can generate questions according to competence. The experiment result shows that the proposed method can be used to generate questions that are related to the predetermined grid.

Original languageEnglish
Title of host publicationJCSSE 2019 - 16th International Joint Conference on Computer Science and Software Engineering
Subtitle of host publicationKnowledge Evolution Towards Singularity of Man-Machine Intelligence
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages336-341
Number of pages6
ISBN (Electronic)9781728107196
DOIs
Publication statusPublished - Jul 2019
Event16th International Joint Conference on Computer Science and Software Engineering, JCSSE 2019 - Chonburi, Thailand
Duration: 10 Jul 201912 Jul 2019

Publication series

NameJCSSE 2019 - 16th International Joint Conference on Computer Science and Software Engineering: Knowledge Evolution Towards Singularity of Man-Machine Intelligence

Conference

Conference16th International Joint Conference on Computer Science and Software Engineering, JCSSE 2019
Country/TerritoryThailand
CityChonburi
Period10/07/1912/07/19

Keywords

  • Mind Map
  • Question Classification
  • Question Generation
  • Rule-Based

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