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All Journal Jurnal Bahana Manajemen Pendidikan English Review: Journal of English Education Jurnal Pendidikan Bahasa JTP - Jurnal Teknologi Pendidikan JP-BSI (Jurnal Pendidikan Bahasa dan Sastra Indonesia) EduBasic Journal: Jurnal Pendidikan Dasar Jurnal Scientia Lingua Rima: Jurnal Pendidikan Bahasa dan Sastra Indonesia Interference: Journal of Language, Literature, and Linguistics JOLLT Journal of Languages and Language Teaching Jurnal Abdimas Indonesia : Jurnal Abdimas Indonesia Almufi Jurnal Pendidikan Arus Jurnal Sosial dan Humaniora Almufi Jurnal Pengabdian kepada Masyarakat Indonesian Journal Of Educational Research and Review Arus Jurnal Psikologi dan Pendidikan Journal of Research in Science and Mathematics Education Amal Ilmiah: Jurnal Pengabdian Kepada Masyarakat Jurnal Penelitian Pendidikan Indonesia Jurnal Pengabdian Masyarakat Wadah Publikasi Cendekia
Tundreng, Syarifuddin
Universitas Sembilanbelas November Kolaka
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Chemistry Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Environmental Science Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Physics Public Health Social Sciences Other

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BERT-Based Grammatical Error Analysis in Indonesia Senior High School Essays Tundreng, Syarifuddin; Alfian, Heri; Kartika, Parsya; Nisa, Azka Airin
JOLLT Journal of Languages and Language Teaching Vol. 14 No. 2 (2026): April
Publisher : Universitas Pendidikan Mandalika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33394/jollt.v14i2.18551

Abstract

In high-resource languages, automated grammatical error detection has rapidly evolved; however, there are still few technologies that are comparable for Bahasa Indonesia, especially in secondary school settings. Although spelling, morphology, syntax, and diction are common problems for Indonesian senior high school students, AI-assisted feedback systems specifically designed for Indonesian writing are still in their infancy. The use of IndoBERT-base for grammatical error analysis in 82 senior high school student essays totaling 10,911 words is examined in this work. Following two expert raters' hand annotation, 1,872 grammatical mistakes were found in four different categories. Prior to analysis utilizing a refined IndoBERT-base model, the essays underwent pre-processing procedures including as tokenization, normalization, and alignment with gold-standard annotations. F1-score, which is calculated by comparing predicted labels with teacher-validated error tags, accuracy, precision, and recall were used to assess the model's performance. The model demonstrated good agreement (80%) with human raters and correctly identified 1,594 mistakes, yielding a detection rate of 85.1%. Due to their contextual and semantic complexity, syntax and diction showed reduced accuracy, whereas spelling and morphology identification showed especially good performance. These results suggest that automated grammatical analysis of Indonesian student writing can be successfully supported by transformer-based models. Nonetheless, shortcomings in managing discourse-level interdependence underscore the ongoing significance of human assessment. The study supports the incorporation of hybrid human–AI feedback systems to improve writing teaching in the classroom and advances the development of AI-assisted grammar tools for Indonesian education.
Co-Authors Abdul Razak Abin, Rais Adiwijaya, Herlan Agus Rofi’i Agus Rofi’i Agus Sulaeman alders paliling Amisbah Ramly Andi Saadillah AS Aku, AS Basrawi Caska - Eko Harianto, Eko Eko Putra Eko Putra eko putra, eko Farid Wajdi Halidin, Halidin Halil, Nur Ihsan Harapin Hafid Hariadi Syam Hariadi Syam, Hariadi Hasyim, Muh Helvira, Vivin Heri Alfian Hoon, Kim Dong Iyan Nurdiyan Haris Jabir, Sultan Kadaruddin, Kadaruddin Kadirun Kaharuddin Kaharuddin Kartika, Parsya La Ode Muhammad Aswad Salam La Ode Nursalam, La Ode Marhamah Marhamah Muhtar Amin Musayyedah Musayyedah Musayyedah, Musayyedah Musliha Nana Sumarana Nanda Saputra Nisa, Azka Airin Noermanzah, Noermanzah Nursamsir Nurul Haeniah Oktaria, Pegi Pratiwi, Alifiah RAIS ABIN Ramlah Ramlah Raodatul Jannah Razak , Abdul Reskiawan, Bimas - Rofi’i, Agus Rosani Naim Roslina Roslina Rudi Karma Salman Alfaris, Salman Saputra, I Gede Purwana Edi Sarmadan Sarmadan Siti Kiftiah Sopiandy, Dede Sri Sumartini sultan Sultan Jabir Supratman Supratman Supriadi Supriadi Surya Ningsih Susilo, Sigit Vebrianto Syamsul Arifin Syarif Hidayat Nasir, Syarif Hidayat Triani, Triani Umpi, Ridwan Wayan Pageyasa Yawan, Hendri Zakaria Zakaria Zamrah, Irda Zulfikar Putra