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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 Ade Andriani Adidtya Perdana, Adidtya Adinda Wibowo Adventino Gulo, Steven Agi Berutu, Iwan Akbar Alif Haikal Akram Fauzan Alfarizi Wijaya Alifya Aisya, Alifya Aisya Amelia Pertiwi, Ayu Ammar Kamil Al Abror Ananda Hatmi, Reza Ananda, Deswita Andika Veriando Saragih Andriyani S, Rahayu Angelina S Saragih Anggi Tasari Anti Nada Nafisa Arifin, Muhammmad Hidayatul Arion Pardede ARNAH RITONGA Arnita Arnita Artika, Delvita Aulia Arung Buana Subuh Ashillah, Salma Augis Dinanti Aullia, Annisa Auzi, Sybil Azis Kurniadi Azizah, Wafiq Khairiyah Azril Arfansyah Azura Calista Sitorus Bastio, Aldrik Bicanro Gebriyan Panjaitan Bonifasius Simbolon, Aldo Br Sipayung, Juliana Gloria Calvin Sahputra Buulolo Chairani, T.Sofia Chelsea Febiola Sebayang Christian Nicholas Sinaga 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 Farzad Sahnadi Pasaribu Febrianti, Bunga Dwi Fevi Rahmawati Suwanto Frengki Alfredo Matondang Gian Patar P. Sirait Ginting, Joel Arie Putranta Habibi, Rizki Haikal Farhan Ramadhan Haikal, Akbar Alif Harahap, Salsa Nabila Hermawan Syahputra HIDAYANTI, RAHMA Hidayat, M Fauzan Hijka Listia Immanuel Tarigan Insan Taufik Irfan Zaky Muchtar Istiara, Syafira Jatmiko Althaf Aziz Jeremia Jordan Sihombing Johanes Apriadi Parlinggoman Sirait John Bush Henrydunan Josua Nainggolan Juhraini Helfiana Lexa Kana Saputra S Keisha Silalahi, Evelyn Keysa Shifa Adwitia Sitepu Khairany Zuhriyyah Jinan Khairany Zuhriyyah Jinan Hsb Khairul Khairul Khairul, Khairul Khoiriyah Pohan, Nur Rizkah Khusnul Arifin Lastri Putri Silaban Lubis, Ardilla Syahfitri Lumbantoruan, Angelina Romauli M. Zikry Sahendra Chan Maharani, Raysa Manullang, Sudianto Manurung, Enrico Vincentius Maulana Malik Fajri Maulana Malik Fajri Mayadi, Kaka Aprianda Meirza, Alifya Meliala, Ruth Amelia Vega S. Melika Debiyana Putri Mhd Hidayat Misgiya, Misgiya Mohammed Hafizh Al-Areef Muhammad Alfin Muhammad Fadlan Ikromi Muhammad Farrel Evan Yuri Muhammad Ferdiansyah Hidayat Muhammad Hafif Naibaho Muhammad Iqbal Muhammad Iqbal Fahrezzi Muhammad Rafli Wijaya Musdalifa, Eliza Nafil Rizq Trianto Nasution, Hamidah . Naufal Musyaafa, Muhammad Nazla, Khaira Nisa, Anisa Damayanti Daulay Nur Anisa Fitria Nur, Adzkia Nurkhalizah, Rezeki Nurul Adawiyah Putri Pandiangan, Daniel Pane, M Iqbal Anata Panjaitan, Clara Kresensia Pasaribu, Jojor Putri Paskal Arienda Epindonta Ginting Pinem, Mhd Zulfikar Puteri, Nadya Rafaela Putri Ameliya Lubis Putri Syaifullah Nst, Sarah Putri, Melika Debiyana Qatrunnada Athirah Herdiyanto Raffi Anggi Reswen Rahayu Andriyani S Rahma Hidayanti Rahmad Budi Utomo Rahmi, Yunita Raiyan Fairozi Raja Ansel Hartama Sihombing Ramadhani, Nazwa Salsyabilla Rangkuti, Muhammad Haikal Hafiz Repi Meilani Putri Rezkya Nadilla Putri Rian Farta Wijaya Ridho Affandi Ridho Ardhana Rifail Azis, Khildan Rinay Eka Nainggolan Rizki Andrian Fitra, Muhammad Rizki Habibi Rizki Immanuel Situmorang Rizky Wahyudi Ronaldo Mardianson Sinaga Sabina Wardaniah Sadion Tumpal Damanik Safitri, Eli Sahid, Sirlia Said . Iskandar Sambora, Dicky Sandy Andika Maulana Saragih, Rendy Zikriansyah Fauzi Sari, Rani Indah Sartika Siburian Sebastian Saut Marulitua Sembiring, Febe Gracia Shabrina Husna Batubara Shaqila Rahmayani Gultom Sibarani, Ronasip Heppy Ria Siburian, Sartika Sidabutar, Yusiva SM Sihombing, Jeremia Jordan Simamora, Elmanani Simanjuntak, Yesy Siregar, Dean Siregar, Nugrah Anggara Siti Wulandari Sitorus, Azura Calista Situmorang, Alfarizi Wijaya Stefania Situmorang Suhendra, Dewi Putri Sagita Suleho, Febrina Syafira Istiara Syahrul Fahri Syawali, Yusfi Syti Salwaa Nafiisah Talitha Jehian, Neysa Tampubolon, Putri Tasya Agustina Taufik Abdullah Telaumbanua, Louders Yoakim Tia Risky Yasmin Saketang Utomo, Rahmad Budi Wahyu Abadi Harahap Wahyu Tri Atmojo Warjaya, Angga Widjayani, Alifya Aisya Wijaya, Rian Farta Wulan Adira Nasution Yeremia Tiopan P. Purba Yulita Molliq Rangkuti Yunanda Rizki Sitompul YUSRIDA JELIANTI SIHITE SIHITE Zai, Samuel Anaya Putra Zulfahmi Indra, Zulfahmi