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Journal : Journal of Soft Computing Exploration

Implementation of text summarization on indonesian scientific articles using textrank algorithm with TF-IDF web-based Sihombing, Jeremia Jordan; Arnita, Arnita; Al Idrus, Said Iskandar; Niska, Debi Yandra
Journal of Soft Computing Exploration Vol. 5 No. 3 (2024): September 2024
Publisher : SHM Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joscex.v5i3.475

Abstract

The development of information technology has significantly changed how information is accessed, necessitating readers to absorb content efficiently and make quick decisions. To address this challenge, this research developed a text summarization system specifically for Indonesian scientific articles using a web-based implementation of the TextRank and TF-IDF algorithms. TextRank was selected for its capability to identify key sentences without requiring training data, while TF-IDF was employed to weight words based on their frequency within the document. The dataset comprised 100 scientific articles in Indonesian from the Unimed Kode Journal, covering the years 2022-2024. The summarization process included several critical stages: text preprocessing, TF-IDF weighting, cosine similarity calculation, and sentence ranking. The resulting summaries were rigorously evaluated by language experts and website specialists using a Likert scale to assess both the quality of the summaries and the usability of the system. The findings demonstrated that the system effectively generated summaries that retained essential information from the original articles, with the highest accuracy observed at a 50% compression rate (88.533%). Additionally, the system achieved good performance at 40% compression (85.133%) and 30% compression (81.26%). The web-based system allows users to input article text and quickly obtain a summary, offering a practical tool for researchers and readers to efficiently comprehend academic content.
Co-Authors Adidtya Perdana, Adidtya Adinda Wibowo Adventino Gulo, Steven Agi Berutu, Iwan Akbar Alif Haikal Alfarizi Wijaya Amalia, Sisti Nadia Amelia Br Siregar, Ririn Amelia Pertiwi, Ayu Ananda Hatmi, Reza Ananda, Deswita Andriyani S, Rahayu Anggi Tasari Anti Nada Nafisa Arifin, Muhammmad Hidayatul Arnita Arnita Artika, Delvita Aulia Ashillah, Salma Aullia, Annisa Auzi, Sybil Azizah, Wafiq Khairiyah Azura Calista Sitorus Batubara, Shabrina Husna Bonifasius Simbolon, Aldo Budi Akbar, Muhammad Chairani, T.Sofia Dealva Arsyad, Thania Derian, Rendy DIdi Febrian Dinda Kartika Disty Anastasya DWI SURYANTO Eka Nainggolan, Rinay Erika Nia Devina Br Purba Evaliana Sembiring, Khatrin Fadluna, Erika Putri Fahri Aulia Alfarisi Harahap Fais, Muhammad Akram Farida Hannum Harahap Febrianti, Bunga Dwi Fevi Rahmawati Suwanto Fikri Syahputra Gian Patar P. Sirait Ginting, Joel Arie Putranta Haikal Farhan Ramadhan Harahap, Salsa Nabila Harahap, Wahyu Abadi Hermawan Syahputra HIDAYANTI, RAHMA Hidayat, M Fauzan Hidayat, Muhammad Ferdiansyah Hutasoit, Triwanti Andini Immanuel Tarigan Insan Taufik Istiara, Syafira Jeremia Jordan Sihombing Johanes Apriadi Parlinggoman Sirait Josua Nainggolan Kana Saputra S Kartika, Dinda Keisha Silalahi, Evelyn Khairul Khairul Khairul, Khairul Khoiriyah Pohan, Nur Rizkah Khusnul Arifin Listia, Hijka Lubis, Ardilla Syahfitri Lumbantoruan, Angelina Romauli Maharani, Raysa Malik Fajri, Maulana Manullang, Sudianto Manurung, Enrico Vincentius Maulana Malik Fajri Maulana, Sandy Andika Mayadi, Kaka Aprianda Meirza, Alifya Meliala, Ruth Amelia Vega S. Melika Debiyana Putri Mhd Hidayat Mohammed Hafizh Al-Areef Muhammad Fadlan Ikromi Muhammad Iqbal Musdalifa, Eliza Naufal Musyaafa, Muhammad Nazla, Khaira Nisa, Anisa Damayanti Daulay Nur Anisa Fitria Nur, Adzkia Nurhasanah Siregar . Nurkhalizah, Rezeki Nurul Adawiyah Putri Pane, M Iqbal Anata Panjaitan, Clara Kresensia Pasaribu, Jojor Putri Pinem, Mhd Zulfikar Puteri, Nadya Rafaela Putri Ameliya Lubis Putri Syaifullah Nst, Sarah Putri, Rezkya Nadilla Rahayu Andriyani S Rahma Hidayanti Rahmad Budi Utomo Rahmi, Yunita Raiyan Fairozi Ramadhan Manik, Albert Rangkuti, Muhammad Haikal Hafiz Rian Farta Wijaya Ridho Ardhana Rifail Azis, Khildan Rinay Eka Nainggolan Rizki Andrian Fitra, Muhammad Ronaldo Mardianson Sinaga Sadion Tumpal Damanik Safitri, Eli Said . Iskandar Sambora, Dicky Saragih, Rendy Zikriansyah Fauzi Sari, Rani Indah Sartika Siburian Sembiring, Febe Gracia Sibarani, Ronasip Heppy Ria Siburian, Sartika Sidabutar, Yusiva SM Sihombing, Jeremia Jordan Simamora, Elmanani Simanjuntak, Yesy Siregar, Dean Siregar, Nugrah Anggara Sitepu, Keysa Shifa Adwitia siti wulandari Sitompul, Yunanda Rizki Sitorus, Azura Calista Stefania Situmorang Suhendra, Dewi Putri Sagita Suleho, Febrina Suwanto, Fevi Rahmawati Syafira Istiara Syahrul Fahri Syawali, Yusfi Talia, Anita Talitha Jehian, Neysa Tampubolon, Putri Tasya Agustina Tarigan, Claudia Agatha Taufik Abdullah Telaumbanua, Louders Yoakim Utomo, Rahmad Budi Wardaniah, Sabina Warjaya, Angga Wijaya, Rian Farta Wulan Adira Nasution Yeremia Tiopan P. Purba Yulita Molliq Rangkuti Zai, Samuel Anaya Putra Zulfahmi Indra, Zulfahmi