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All Journal Jurnal Pekommas Proceeding SENDI_U E-Dimas: Jurnal Pengabdian kepada Masyarakat Sinkron : Jurnal dan Penelitian Teknik Informatika MATRIK : Jurnal Manajemen, Teknik Informatika, dan Rekayasa Komputer Journal Of Agritech Science (JASc) Jambura Journal of Informatics Bitnet: Jurnal Pendidikan Teknologi Informasi MEDIALOG: Jurnal Ilmu Komunikasi Jurnal Review Pendidikan dan Pengajaran (JRPP) Musamus Journal Of Research Information and Communication Technology Jurnal Informasi dan Teknologi Vocatech : Vocational Education and Technology Journal INTEGRITAS : Jurnal Pengabdian Respati Community Development Journal: Jurnal Pengabdian Masyarakat Infotek : Jurnal Informatika dan Teknologi Jurnal Pengabdian kepada Masyarakat Nusantara Jurnal Sibermas (Sinergi Pemberdayaan Masyarakat) Teknika International Journal of Computer and Information System (IJCIS) Jurnal Abdimas Indonesia : Jurnal Abdimas Indonesia Journal Automation Computer Information System (JACIS) Inverted Jurnal Ilmiah Sistem Informasi dan Teknik Informatika (JISTI) Journal of Scientech Research and Development Digital Transformation Technology (Digitech) Jurnal Pengabdian Masyarakat Waradin Geosfera: Jurnal Penelitian Geografi Indonesian Journal of Multidisciplinary on Social and Technology Geographica: Science and Education Journal Jurnal Penelitian Sistem Informasi Pawarta: Journal of Communication and Da'wah Jurnal Riset Sistem dan Teknologi Informasi Diffusion: Journal of Systems and Information Technology Journal of Renewable Engineering Jurnal Abdimas Mahakam Education and Information Technologies (EIT)
Rahmat Taufik R.L Bau
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Religion Agriculture, Biological Sciences & Forestry Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mechanical Engineering Medicine & Pharmacology Public Health Social Sciences Other

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Journal : journal of renewable engineering

 1 
Integrating Large Language Models into Decision Support Systems for Objective Student Competition Participant Selection Eka V. Dangkua; Fazrul Anugrah Sahi; Nikmasari Pakaya; Indhitya R. Padiku; Muchlis Polin; Rahmat Taufik R. L Bau
Journal of Renewable Engineering Vol. 3 No. 2 (2026): JORE - April
Publisher : Pt. Anagata Sembagi Education

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62872/wfdsxn09

Abstract

The selection process for competition participants in the Informatics Engineering Department at Gorontalo State University is still carried out manually, potentially leading to subjectivity and suboptimal identification of deserving students. This study developed an artificial intelligence-based selection system using a Large Language Model (LLM) integrated with the Retrieval-Augmented Generation (RAG) approach. The developed system, named Scout, recommends competitions that match student profiles based on academic data, interests, experience, and achievements. The system evaluation used the Precision@K and Hit@K metrics to measure recommendation accuracy, and RAGAS to assess the quality of retrieval and chatbot responses. Test results showed that the Scout system obtained a Precision@3 score of 0.87 and a Faithfulness score of 0.91, indicating high recommendation relevance and factual consistency. Thus, the implementation of LLM and RAG has proven effective in increasing the objectivity and efficiency of the selection process and has the potential to become the basis for the development of an AI-based academic decision support system in higher education
Co-Authors A Hermila Abdari, Vikky Alamsyah Abdul Aziz Bouty Abdul Wahab Thomas Abdul, Siti Sabrina Ramadanti Abdulaziz Ahmed siyad Adnan Engelen Ahmad, Indra G Ahsan, Muhammad Rafiqudin Ahsan, Muhammad Rafiqudin Alfian Zakaria Alvionita, Mita Amrullah, Ahmad Afief Amrullah, Ahmad Afief Andi Muh Akbar Saputra Antula, Nur Savira Arief Setyanto Arif Murtaqi Akhmad MS Arip Mulyanto Ashabul Taufik Astuti, Enny Diah Awing, Namira Budiyanto Ahaliki Dai, Roviana H. Dessy Hariyanti, NK Desy Shintia H Kiding Dwinanto, Arif Eka V. Dangkua Eka Vickraien Dangkua, Eka Vickraien Ema Utami Engelan, Adnan Fatma Hasan Fazrul Anugrah Sahi Hamdani, Nahrowi Hendrayanto . Hendrayanto Hendrayanto Hermila A Hermila A Hermila A. Hilal Bouti Ihsanulfu’ad Suwandi Indhitya R Padiku Indra Farman Indrawan Indrawan Indrawan Indrawan Ismaul Fitroh Ita Permatahati Iwan Henri Kusnadi Jemmy A Pakaya Juniarti, Gita Kamal Kamal Kasim, Alwi Arridha B Lahay, Sri Nilawaty Lanto Ningrayati Amali Leonardi, Andre Lillyan Hadjaratie M. Kadir, Nur Tsala Satun Marsujitullah Marsujitullah Maryati, Sri Mas'ud, Huzaima Moh. Hidayat Koniyo Mohamad Reza Putra Faren Idris mohammad syafri tuloli Muchlis Polin Muhammad Akram Mursalim Muhammad Chairil Imran Muhammad Rifai Katili Muhammad Surya Ramadhan Nompo Mukhlisulfatih Latief MUTHIA Muthia Muthia NAHROWI HAMDANI Nasiru, La Ode Gusman Nggego, Dedy Abdianto Nikmasari Pakaya Nur Alamsyah Pakaya, Jemmy A. Pala, Nisya Fiscadilla Patawaran, Nilfred Rampi Yusuf Refly K. Batalipu Renaldi Potabuga Rezky Nurbakti Romanda Hippy Salahudin Olii Siti Marwa Siti Sabrina Ramadanti Abdul Sitti Suhada Siwa, Siswanto Siyad, Abdulaziz Ahmed Sri Ayu Ashari Sri Maryati Sry Yunarti Sudirman, Randi Syahrul Ridho R Rauf Syakir Alhasni Tajuddin Abdillah Tantoni, Ahmad Tantoni, Ahmad Utina, Iin Winda Olivia Pakaya Wira Pratama Rumambie Wulandari Adam Zulhair Jidan S. Tamu