@article{ART003212660},
author={Won-Cheol Park},
title={Deep Learning-Based Classification of Special Education Logs Using DistilKoBERT},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={6},
pages={55-64}
TY - JOUR
AU - Won-Cheol Park
TI - Deep Learning-Based Classification of Special Education Logs Using DistilKoBERT
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 6
PB - The Korean Society Of Computer And Information
SP - 55
EP - 64
SN - 1598-849X
AB - This study proposes a DistilKoBERT-based model that automatically classifies disability types by reflecting the learning characteristics of special education students. The dataset consists of 3,425 sentences extracted from special education support logs and is categorized into five disability types: Intellectual Disability, Emotional and Behavioral Disorders, Communication Disorders, Autism Spectrum Disorder, and Physical Disability. Text mining and natural language processing techniques were applied for data preprocessing. Additionally, the performance of the DistilKoBERT model was compared with TF-IDF + SVM and XGBoost. The evaluation results demonstrated that the DistilKoBERT model achieved the highest accuracy (0.89) and F1-score (0.87). This confirms that the proposed automatic classification system outperforms existing methods. This study highlights the potential of automated diagnostic systems in the field of special education. Future research aims to enhance the system’s practicality by expanding the dataset and optimizing the model.
KW - DistilKoBERT;Special Education Support Log;Automatic Classification;Natural Language Process (NLP);Text Mining;Disability Types
DO -
UR -
ER -
Won-Cheol Park. (2025). Deep Learning-Based Classification of Special Education Logs Using DistilKoBERT. Journal of The Korea Society of Computer and Information, 30(6), 55-64.
Won-Cheol Park. 2025, "Deep Learning-Based Classification of Special Education Logs Using DistilKoBERT", Journal of The Korea Society of Computer and Information, vol.30, no.6 pp.55-64.
Won-Cheol Park "Deep Learning-Based Classification of Special Education Logs Using DistilKoBERT" Journal of The Korea Society of Computer and Information 30.6 pp.55-64 (2025) : 55.
Won-Cheol Park. Deep Learning-Based Classification of Special Education Logs Using DistilKoBERT. 2025; 30(6), 55-64.
Won-Cheol Park. "Deep Learning-Based Classification of Special Education Logs Using DistilKoBERT" Journal of The Korea Society of Computer and Information 30, no.6 (2025) : 55-64.
Won-Cheol Park. Deep Learning-Based Classification of Special Education Logs Using DistilKoBERT. Journal of The Korea Society of Computer and Information, 30(6), 55-64.
Won-Cheol Park. Deep Learning-Based Classification of Special Education Logs Using DistilKoBERT. Journal of The Korea Society of Computer and Information. 2025; 30(6) 55-64.
Won-Cheol Park. Deep Learning-Based Classification of Special Education Logs Using DistilKoBERT. 2025; 30(6), 55-64.
Won-Cheol Park. "Deep Learning-Based Classification of Special Education Logs Using DistilKoBERT" Journal of The Korea Society of Computer and Information 30, no.6 (2025) : 55-64.
