TY - GEN
T1 - Automatic Essay Scoring for Indonesian Short Answers using Siamese Manhattan Long Short-Term Memory
AU - Arifin, Akmal Ramadhan
AU - Purnamasari, Prima Dewi
AU - Ratna, Anak Agung Putri
N1 - Funding Information:
ACKNOWLEDGMENT The authors would like to thank Directorate of Higher Education Ministry of Education Indonesia for supporting this research under the PTUPT 2021 grant no NKB-274/UN2.RST/HKP.05.00/2021
Publisher Copyright:
© 2021 IEEE.
PY - 2021/6/12
Y1 - 2021/6/12
N2 - 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.
AB - 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.
KW - SIMPLE-O; Siamese Manhattan Long Short-Term Memory
KW - Word2Vec
UR - http://www.scopus.com/inward/record.url?scp=85115096536&partnerID=8YFLogxK
U2 - 10.1109/ICECCE52056.2021.9514223
DO - 10.1109/ICECCE52056.2021.9514223
M3 - Conference contribution
AN - SCOPUS:85115096536
T3 - 3rd International Conference on Electrical, Communication and Computer Engineering, ICECCE 2021
BT - 3rd International Conference on Electrical, Communication and Computer Engineering, ICECCE 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 3rd International Conference on Electrical, Communication and Computer Engineering, ICECCE 2021
Y2 - 12 June 2021 through 13 June 2021
ER -