Automatic Essay Scoring for Indonesian Short Answers using Siamese Manhattan Long Short-Term Memory

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

Abstract

Sistem Penilaian Esai Otomatis (SIMPLE-O) is developed by the Department of Electrical Engineering Universitas Indonesia to assess Indonesian short essay answers. This paper discusses the development of SIMPLE-O using Siamese Manhattan Long Short-Term Memory. Answers from students and lecturers are taken as the input of the system. Both answers are processed with identical LSTM layers. Then, the similarity between them is calculated with a simple similarity equation to determine the score. The average accuracy for the training phase is 92.82 and 84.03 for the validation.

Original languageEnglish
Title of host publication3rd International Conference on Electrical, Communication and Computer Engineering, ICECCE 2021
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781665438971
DOIs
Publication statusPublished - 12 Jun 2021
Event3rd International Conference on Electrical, Communication and Computer Engineering, ICECCE 2021 - Kuala Lumpur, Malaysia
Duration: 12 Jun 202113 Jun 2021

Publication series

Name3rd International Conference on Electrical, Communication and Computer Engineering, ICECCE 2021

Conference

Conference3rd International Conference on Electrical, Communication and Computer Engineering, ICECCE 2021
Country/TerritoryMalaysia
CityKuala Lumpur
Period12/06/2113/06/21

Keywords

  • SIMPLE-O; Siamese Manhattan Long Short-Term Memory
  • Word2Vec

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