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All Journal Jurnal Kependidikan: Penelitian Inovasi Pembelajaran Jurnal Teknik Informatika (JUTIF) Teknovokasi : Jurnal Pengabdian Masyarakat Jurnal Kemitraan Responsif untuk Aksi Inovatif dan Pengabdian Masyarakat
Edy, Marwan Ramdhany
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Humanities Computer Science & IT Decision Sciences, Operations Research & Management Education Environmental Science Social Sciences

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Article Retrieval And Automatic Summarization System Using BERT-Based Neural Network Model On Chatbot Awaluddin, Muhammad Ghazali; Aksa, Muhammad; Arifky, Reza; Bakri, Muhammad Fajar; Surianto, Dewi Fatmarani; Edy, Marwan Ramdhany; Zain, Satria Gunawan
Jurnal Teknik Informatika (Jutif) Vol. 7 No. 1 (2026): JUTIF Volume 7, Number 1, February 2026
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2026.7.1.4463

Abstract

The rapid growth of online scientific publications presents challenges in efficiently filtering relevant information. Many search systems still rely on keyword matching, which is often ineffective in understanding the context of user queries. This study develops a chatbot system based on BERT (Bidirectional Encoder Representations from Transformers) for scientific article retrieval and automatic summarization. The system is designed to comprehend user intent and generate summaries of relevant articles. The evaluation was conducted on a dataset of 506 scientific articles, assessing search accuracy based on topic, abstract, author name, and time range. Results show 100% accuracy in searches by author and abstract, with varying performance in topic-based and time-based searches. This system is expected to enhance the efficiency and relevance of scientific literature retrieval and support the productivity of researchers across various fields.
Co-Authors Adiba, Fhatiah Ahmad Fudhail  Majid Akbar, Muh. Aksa, Muhammad Andi Akram Nur Risal Andi Baso Kaswar Andi Baso Kaswar Andi Tenri Ola Rivai Arifky, Reza Awaluddin, Muhammad Ghazali Ayu Safitri Baso, Fadhlirrahman Dewi Fatmarani Surianto Dirawan, Gufran Darma Fadhillah S, Nurul Faisal, Dhia Azizah Fakhrunnisaa, Nur Fhatiah Adiba Firdaus Firdaus Hambali, Amiruddin Jumadi Mabe Parenreng Kurnia Prima Putra M, Wahyu Hidayat Mappangara, Surianto Muh. Akbar Muhammad Fajar B Mustapa, Mahmud Nur Risal, Andi Akram Nur, Hamzah Purnamawati Purnamawati Riana T. Mangesa Risaldi, Muhammad Satria Gunawan Zain Shabrina Syntha Dewi Sulaiman, Dwi Rezky Anandari Waji, Ria Sakinah Wardani, Ayu Tri