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All Journal Jurnal Ilmiah Merpati (Menara Penelitian Akademika Teknologi Informasi)
Wijaya, Putu Agung Ananta
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Computer Science & IT

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Comprehensive Analysis of Teacher Teaching Performance Through Sentiment and POS Tagging Wijaya, Putu Agung Ananta; Dika Anggara, I Made; Hendra Trinium Jaya, I Komang; Indrawan, Gede; Agus Oka Gunawan, I Made
Jurnal Ilmiah Merpati (Menara Penelitian Akademika Teknologi Informasi) Vol 12 No 3 (2024): Vol. 12, No. 3, December 2024
Publisher : Lembaga Penelitian dan Pengabdian kepada Masyarakat Universitas Udayana

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24843/JIM.2024.v12.i03.p02

Abstract

This study aims to develop a sentiment analysis and POS (Part of Speech) system for student assessments of teachers in Indonesia. The system classifies assessment sentiment into positive and negative classes while identifying the topic of discussion. Testing results show that the w11wo/indonesian-roberta-base-sentiment-classifier model provides the best performance, achieving an accuracy of 0.87, with the highest precision, recall, and F1-Score for the positive class. The crypter70/IndoBERT-Sentiment-Analysis model ranks second with an accuracy of 0.84 but performs less optimally in detecting negative sentiment. Meanwhile, the mdhugol/indonesia-bert-sentiment classification model has the lowest performance with an accuracy of 0.80, particularly in predicting negative sentiment.
Co-Authors Dika Anggara, I Made Gede Indrawan Hendra Trinium Jaya, I Komang I Made Agus Oka Gunawan