p-Index From 2021 - 2026
11.171
P-Index
This Author published in this journals
All Journal Jurnal Pembangunan Wilayah dan Kota Jurnal Ilmiah Mahasiswa FEB JPBM (Jurnal Pendidikan Bisnis dan Manajemen) Humanistika : Jurnal Keislaman Jurnal Kompilasi Ilmu Ekonomi (KOMPILEK) Al-Madrasah: Jurnal Ilmiah Pendidikan Madrasah Ibtidaiyah Ekono Insentif EduReligia : Jurnal Pendidikan Agama Islam YUME : Journal of Management Al-Fatih: Jurnal Pendidikan dan Keislaman Economic and Education Journal (Ecoducation) Soedirman Economics Education Journal Jurnal Pendidikan Manajemen Perkantoran (JPManper) Best Journal (Biology Education, Sains and Technology) Jurnal Ilmiah Profesi Pendidikan An Naba Jurnal Pemikiran dan Penelitian Pendidikan Islam Community Development Journal: Jurnal Pengabdian Masyarakat JURNAL BIOSHELL Moderasi; Jurnal Studi Ilmu Pengetahuan Sosial Jurnal Kewarganegaraan Jumat Informatika: Jurnal Pengabdian Masyarakat Jurnal Pendidikan dan Pembelajaran Indonesia (JPPI) Dawuh Guru: Jurnal Pendidikan MI/SD Indonesian Journal of Networking and Security - IJNS Journal of Disruptive Learning Innovation (JODLI) International Journal of Humanities Education and Social Sciences Brilliant International Journal of Management and Tourism (BIJMT) Al-Khidmah Jurnal Pengabdian Masyarakat Jurnal Integrasi dan Harmoni Inovatif Ilmu-ilmu Sosial Edukasiana: Jurnal Inovasi Pendidikan Safari : Jurnal Pengabdian Masyarakat Indonesia Tadris: Jurnal Pendidikan Islam Jurnal Teknologi Pendidikan Journal Community Service Consortium E-JRM Kartika: Jurnal Studi Keislaman Jurnal Ekonomi, Bisnis dan Pendidikan (JEBP) Bahtsuna: Jurnal Penelitian Pendidikan Islam Al-Khidmah: Jurnal Pengabdian Kepada Masyarakat JATIMAS : Jurnal Pertanian dan Pengabdian Masyarakat Gudang Jurnal Multidisiplin Ilmu Ebers Papyrus Pandawa : Pusat Publikasi Hasil Pengabdian Masyarakat Jurnal Teknologi Pendidikan BIOSAPPHIRE: Jurnal Biologi dan Diversitas At- Ta'lim : Jurnal Pendidikan Jurnal Agroplant Jurnal Budi Pekerti Agama Islam Proceeding of International Conference on Humanity Education and Society Epaper Bisnis: International Journal Entrepreneurship and Management Economic and Education Journal (Ecoducation) An-Nuqthah As-sunniyyah PANDALUNGAN : Jurnal Pengabdian kepada Masyarakat Transaction on Informatics and Data Science Bioma : Jurnal Ilmiah Biologi Ecoducation Geoid - Journal of Geodesy and Geomatics Journal of Islamic Education and Pedagogy Reflektika
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Transaction on Informatics and Data Science

Corpus Development and NER Model for Identification of Legal Entities (Articles, Laws, and Sanctions) in Corruption Court Decisions in Indonesia Subowo, Edy; Bukhori, Imam; warto
Transactions on Informatics and Data Science Vol. 2 No. 1 (2025)
Publisher : Department of Informatics, Faculty of Da'wah, UIN Saizu Purwokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24090/tids.v2i1.13592

Abstract

This study aims to develop an annotated corpus and a deep learning-based Named Entity Recognition (NER) model to identify legal entities in Indonesian corruption court rulings. The corpus was constructed from 450 Supreme Court documents related to the Anti-Corruption Laws (Laws No. 31/1999), collected via web scraping, with semi-automatic annotation (regex) and validation by legal experts. A total of 12,000 entities (Article, Laws, Sanctions) were tagged in IOB format, creating the first specialized dataset for Indonesian corruption laws. The NER model combines the IndoBERT (pre-trained language model) architecture with a CRF layer, fine-tuned to handle legal text complexities such as hierarchical article references (paragraphs, clauses) and amended laws citations (jo.). Evaluation using 10-fold cross-validation revealed that the model achieved an F1-score of 92.3%, outperforming standalone CRF (85.1%) and BiLSTM+CRF (88.7%), particularly in detecting ARTICLE entities (F1: 93.8%). Error analysis highlighted challenges in recognizing SANCTIONS entities (F1: 87.4%) due to sentence structure variability and conjunctions. The model’s implementation could accelerate judicial decision analysis, identify violation patterns, and support sanctions recommendation systems for laws enforcement. This research also provides legal entity annotation guidelines adaptable to other legal domains. Future work should expand to other laws (e.g., ITE Laws, Criminal Code) via transfer learning and integrate knowledge graphs to enhance entity relation detection.
Co-Authors Abd. Aziz Abdul Bashith Abdus Sakir Adawiyah, Robi’atul Adi Saputri, Reni Adnan Quthny, Abu Yazid Afifah, Ully Afkarina, zida afkarinah Afrida Ghea Rizky Agung Winarno Agus Mukti Wibowo Agustin, Chunainah Ahmad Barizi Ahmad Basofi Ahmad Sodikin Ainol Ainur Rofiq Sofa Akbar Kurniawan Akbar Kurniawan Akhmad Nurul Kawakib Akhmad Zaeni AL ALUF, WILDA Al-Aluf, Wilda Amanda Safitri Aminullah Aminullah, Aminullah Anandita, Septian Ragil Andi Basuki Anwar Sa’dullah Aqidah, Waqi’atul Arie Widya Saputra Arifandi, Moh Zainal Arini Fitria Mustapita Asnawan Asnawan, Asnawan Az Zahra Nur Amalia Setyaningrum Bahruddin, Babul Balqis, Rizqiyah Ratu Basofi , Ahmad Bintoro Widodo Diah Sudiarti Elfia Nora, Elfia Elhas, Nashihul Ibad Emmy Hamidah Erlyn Erlianti Setyani Ertanti Windasari Fadholi, Amak Fauziah, Lilik Nisaul Febrianti, Andini Fidausi, Lailatul Firdaus, Yuliana Izdihar Firghol Muttaqien, Moh Fitriani, Putri Aulia Fitriyah Nur Rohmah Ganes Sekar Wangi Ghofur, M.Abdul Habibillah, Dovi Iwan Muthofa Hakim, Faisol Hamdi, Muhammad Handoko , Eko Yuli Handoko, Eko Yuli Huda, Luqman Nur I Nyoman Suputra Idum Satia Santi Ifa Afida, Ifa Ilahi, Dewi Shinta Kurnia Imam Wahyudi Indrawan, Imam Wahyudi Indrawati, Rohma Izzuddin Zahid Jati, Sundaru Jauhari F, Dukan Kartikawati, Yeni KAWAKIP, Akhmad Nurul Khalil, Mohammad Kukuh Dhany P Laili, Hanifatul Lilik Nisaul Fauziah Ludi Wisnu Wardhana M. Naseh, Ahmad Magfirah Zaini, Fina Mannan, Ahmad Mizan Rosyadi Abdul Jalil Marcella Erwina Rumawas Miftahul Ulum Moh. Anshori Aris Widya Mohamad Solihin Mohamad Solihin, Mohamad Mohammad Arief Mokhamad Nur Cahyadi, Mokhamad Nur Mu'awanah, Mu'awanah Muhammad Fahmi Hidayatullah Muhammad Fajar Asy’ari Muhammad Hifdil Islam Muhammad Nasir Muhibban Muiz, Abd. Muttaqien, Moh Hasan Firghol Mu’awamah, Mu’awamah Nanang Budianto, Nanang Nina Lisanty Nurul Fitriyah D.A Oktaviani Pratiwi Wijaya P, Kukuh Dhany Pamungkas, Teguh Karya Permatasari, Yovita Dyah Prakasa, Wahyu Adi Qurrohman, Taufiq Raden Mohamad Herdian Bhakti Ramadani, Soliha Ramdan Wagianto Ratnasari, Khurin'in Risma Agustina Risma Agustina Rizko, Ulfatur Rofiq Sofa, Ainur Rohmah, Fitriyah Nur Rohmah, Lailiyatur Samsul Susilawati SANTOSO SANTOSO Sekar Wangi, Ganes Setyan, Erlyn Erlianti Shalihah, Imra'atus Shinta Kurnia Ilahi, Dewi Sholeh, David Silvia Silvia Silvia Sinarti, Tri Siti Fatimah Sopiah Sopiah Sopiah, Sopiah Subowo, Edy Sujono Sujono, Sujono Supriyanto, Gege Chandra Taufiqurrahman Taufiqurrahman Tauhid, M. Halim In Triyo Supriyatno Ubudiyah, Azizah Aziziyah Umi Nurjanah, Umi Vinuri, Erike Devliana Wahyuni, Hilda Warto Widarko, Agus Widiastutik, Retno Wilda Al Aluf, Wilda Al Winarsih, Nining Windasari, Ertanti Wulandari, Windarti Wulidatul Habibah Yanti Yanti Yanti Yunita Wulandari Zainuri Zainuri, Zainuri Zaman, Ahmad Zuhairuz