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Aspect-based Sentiment Analysis: A Bibliometric Review using Bibliometrix to Map Research Trends and Algorithm Methods Saputri, Eliana; Aini, Qurrotul; Sugiarti, Yuni
Sistemasi: Jurnal Sistem Informasi Vol 15, No 3 (2026): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v15i3.6153

Abstract

This study presents a bibliometric overview of research trends and algorithmic models in Aspect-Based Sentiment Analysis (ABSA). Data were collected from the Scopus database, resulting in a dataset of 2,344 journal articles published between 2021 and early 2026. The analysis was conducted using the Bibliometrix and Biblioshiny packages in R to perform number of publications per year, source’s production over time, country production over time, keyword co-occurrence, thematic mapping and evolution of research themes. The results show that ABSA research has experienced rapid growth with an annual publication increase of more than 30%. This study identifies BERT algorithmic models and Graph Convolutional Networks (GCN) as the most dominant supporting tools in the research literature. Thematic maps show that transformer-based techniques and attention mechanisms have emerged as key driving themes in this field. Furthermore, thematic evolution maps reveal a shift in focus from technical aspect extraction to online public opinion analysis, reinforced by the sharp surge in the use of Large Language Models (LLMs) in recent years. The findings provide a structured overview of the intellectual landscape of ABSA, clarifying dominant research clusters, methodological trajectories, and emerging themes. By highlighting the central role of transformer architectures, graph-based neural networks, and LLM integration, this study offers methodological guidance for future model development. Furthermore, the bibliometric insights reduce research fragmentation and identify underexplored directions, offering valuable insights for researchers to identify research gaps and develop more advanced ABSA models in future studies.
Co-Authors A, Oky Yudi Aang Subiyakto Abdul Basith Adelia, Djurmia Putri Ratu Adhiazni, Viranda Aditya Prayoga, Muhammad Adya, Rahel Saffana Afifi, Wakhid Afkarina, Naura AGUS PRASTYO Aida Fitriyani, Aida Ainun, Muh Akbar, Muhamad Aria Torik Akbar, Sohibul Alfajri, Muhamad Fitra Amin, Fadli Amri Gunasti Andika Adinanda Siswoyo Anggraeni, Dini Sri Anggun Nadila, Fuji Anton Nasrullah, Anton Antoni, Fauzi Anwar, Anita Rosana Arbi, Ramadana Aries Susanto Ariffien, Afferdhy Armini, Armini Asan, Nassuha Astati, Husna Aufa Harman, Carlen Aulia, Meidina Azizah, Nur Jannah Bagus, Wahyu Baharun, Hasan Balqis, Fika Halimah Budiyanto, Moh. Caesarani, Sarah Chafid, Nurul Dini Sri Anggraeni Djamali, Abdoel Dyah Riandadari Elsy Rahajeng, Elsy Elvi Fetrina Eri Rustamaji Eva Khudzaeva Eva Khudzaeva Fadila, Wildan Adi Fajar, Ainul Fatun Fauzi, Raffie Rizky Fenty Eka Muzayyana Agustin Fifto Nugroho Firdaus, Ahmad Yusuf FR, M. Kurma Nur Gafur, A. Ghufriani, Deliana Rinasari Giri Wahyu Wiriasto Haikal, M. Fikri Hammad, Jehad Handayani, Ayudina Handayani, Sri Harsiwi, Nova Estu Hasanati, Nida'ul Hidayat, Muhammad Rahmadzani Hisyam Zaini Hozairi Huda, Muhammad Qomarul I Gusti Nyoman Yudi Hartawan I Wayan Puja Astawa Icha Yulian Indriana, Siti Indriyani, Siska Inzah, M. Irjii Matdoan, Moh. Rahmat Jannah, A'la Faradisil Jannah, Ana Naimatul Januardo, Bryan Julaiha , Siti Jumhana, Enjum Karim, M. Ainul Kustiana Arisanti Kuzairi L, Adinda Fitriyah L, Lazarus Lailatul Nuraini Lailiyah, Nurul Lamsir, Seno Lestari, Dewi Titin Ludfi, Ludfi M, Novidayanti. M. Munir Mahbubi, Mahbubi Malik, Amalia Manurung, Citra Bintang Maranatha Masruroh, Nikmatul Masruroh, Roifatul Meinarini Catur Utami Mira Marlina Moh. Badri Tamam Mohammad Ali Danial Muhammad Faris, Muhammad Muhammad Firmansyah, Muhammad Muhammad Luthfi Muhammad Rivai Muhammad, Fadly Hakim Muhklis, Muhklis Mulyadi M, Mulyadi Muslipah, Muslipah Mustarani, Anis Mu’at, Mu’at Nabilah, Nadiah Yusfi Nadia Nadia Nadiva Alivia, Baiq Nashikha, Ainun Nasrullah, Ahmat Nastiti, Dhiya'an Ramadhanty Nur Aeni Hidayah Nur Cholis Nurindah, Arrisa Aprilani Nurrohmah, Aulia Nurul Imamah Nuryakin, Nuryakin Oyong Lisa Perdana, Aditia Angga Pinasti, Putri Pitri, Ira Wanda Rahyuni Pradana, Sandi Yoga Prasiwiningrum, Elyandri Pratama Arifin, Sergio Pratama, Hamzah Aji Pratiwi, Amelya Indah Putri, Faradillah Nur Syafa'ah Putu Doddy Heka Ardana Rahmat Rahmat Ramadhan, Rere Kurnia Ramadheena, Felia Anjani Rasna, Rasna Rinda Hesti Kusumaningtyas, Rinda Hesti Rozi, Fathor S, Raja Eko Dwi Safitri, Mella Samsul Arifin Santoso, Teguh Budi Saputri, Eliana Sari , Putri Puspita Sari Saputri, Maduratna Sari, Mutiara Novita Sa’adah, Wardhatus Shofi, Imam Marzuki Sihombing, Oremia Exilla Rafelina Siti Maisaroh Soraya, Alvia Subiyakto, A'ang Surusa, Frengki Sutisna, S.E., M.E Syopiansyah Jaya Putra Tahir, Muhlis Tetrya, Selvi Thahara, Yopi Thwe, Yamin Tiohandra, Mufadha Tony Yulianto Tsauri, Muhammad Shofian Umi Muawanah Wahyudi, Farhan Arif Wawan Kurniawan Wicaksono Hermawan, Tegar Winarin, Winarin Winata, Henry Wulandari, Arvita Indah Yahya, Helmi Yasin Mohamad Yudhanta, Satya Yulian, Icha Yuni Sugiarti, Yuni Zahra, Raisya Syafira Zainab, Sitti Zainul Arham Zawawi Imron Zein, Aldiki Farhan Zhafari, Muhammad Zulfiandri Zulfiandri Zuliani, Siti