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Gunadi Gunadi
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Journal : EDUMATIC: Jurnal Pendidikan Informatika

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Aplikasi Chatbot Interaktif Pembelajaran Bahasa Pemrograman PHP dengan Algoritma NLP berbasis BERT Waleska, Rangga Febrio; Asnal, Hadi; Rahmiati, Rahmiati; Gunadi, Gunadi
Jurnal Pendidikan Informatika (EDUMATIC) Vol 9 No 2 (2025): Edumatic: Jurnal Pendidikan Informatika
Publisher : Universitas Hamzanwadi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29408/edumatic.v9i2.31427

Abstract

The digitalization of education facilitates access to information; however, beginners still face challenges in understanding programming languages such as PHP. This study aims to develop a chatbot based on Natural Language Processing (NLP) using the Sentence-BERT model (all-MiniLM-L6-v2) to understand user questions in natural language contextually. The research follows a prototyping development method, consisting of several stages: needs identification to determine relevant features for users; interface design to create an intuitive and user-friendly layout; web-based system implementation to realize system functions; and testing using the black-box method to ensure each feature works as specified, along with usability evaluation using the System Usability Scale (SUS) to assess user comfort and ease of use. The result is a chatbot application capable of matching user questions with a Q&A database using semantic similarity. All testing scenarios ran as expected. The SUS evaluation yielded a score of 89.58, indicating a very high level of user satisfaction. This research demonstrates that the integration of NLP and BERT can enhance the effectiveness and convenience of independent programming learning and has the potential to be applied to other educational platforms.
Co-Authors Aan Yudianto Adwiyani, Pustika Affero Ismail, Affero Afri Yudantoko Agus Widyianto Aida, Yusron Alifiya Herwitarahman Alqudah, Mashal Kasem Ameriza, Inkha Aminatuzzuhro Andi Cahyono Andreasta Meliala Anggraini, Stela Annisa, Baaqy Amri Anwar, Dian Fitryah Arlangga, Lazi As Syifa, Ervira Dwiaprini Asih, Rika Wahyu Nur Atmojo, Singgih Tiwut Basri, Ahmad Betti Nuraini Dedi Setiawan Dheo Rimbano Diah Mutiarasari Edi Purwanto Eka Askafi Eko Haryanto Eko Setiawan Eko Wahyu Junaidi Endang Suswati Ernani Hadiyati Fifiafianti, Elsy Fitria Fitria Fiyanto, Arif Hadi Asnal, Hadi Haryono Haryono Hendrakusuma, FX Bhakti Hendri Hermawan Adinugraha Herminarto Sofyan Hidayat Hidayat Holdi, Muhammad Indra Mutiara, Indra Intan, Noor Tiara Habib Aisyah Irba’ Muhlas Sambodo Jatmiko, Arif Jaya, Arik Sandra Judijanto, Loso Kadang, Tandi Karlina Karlina Kelana, Tomas Aldi Khadafi, Muhammad Riqqo Khasanah, Siti Fatimatul Kristiantoro, Edy Lea Kudadiri, Parlindungan Kusuma, Eka Widiawati Wijaya Kusumawardhani, Indah Luh Putu Ratna Sundari Ma'arif Isa Sabda Akbar Maemonah, Maemonah Mahmudi Mardiansyah, Hendra Martias Martias Maruanaya, Rita Fransina Merry Tiyas Anggraini Milla Sepliana Setyowati Moch.Naelul, Arzak Muh. Ibnan Syarif, Muh. Ibnan Muhammad Dziaa’ul Haq Mujiyono Mujiyono Muliandari, Nadya Mulyadi Mulyadi Mustaqim Mustaqim, Mustaqim Mustofa Abi Hamid Nadia Sigi Prameswari Nawingkapti, Kenya Astari Nisya, Hima Choirun Norhadi, Sigit Nugra Irianta Denashurya NURCHAMID, TAFSIR Nurfauzi, Alfian Nurjayadi Nurjayadi Nurodanika, Mawarda Onang, Murtiyoso Oyong Lisa Pramono, Sat Pratama Bayu Widagdo Primadini, Istiarti Purnomo, Wisnu Cahyo Purwanto Purwanto Ragil, Bambang Rahina Nugrahani Rahmiati Rahmiati Ramadhani, Amelia Arum Ratnasari, Yasinta Ayu Rizaldy Taslim Pinzon Ronny Hendra Hertanto Safriadi Samosir, Agnes Evelina Saputro, Ridho Sardiyo Sardiyo, Sardiyo sari, Desi Nurmala Siswantoyo Sitorus, Dermawati Soadah, Soadah Sugeng Mulyono Sulaiman Sulaiman Sulistia Ningsih, Sulistia Supriyanto Supriyanto Susanti, Nining Eka Sutanta Sutanta, Sutanta syakir syakir Syarifah Fahma Nida Aulia Syifa, Raihan Nabila T Sy Eiva Fatdha, T Sy Eiva Tawardjono Us. Torkis Nasution Tri Puji Astuti Trismayanti, Ni Made Rika Tupulu, Nari Ustadi, Noorchamid Viddy, Arkas Wahyu Setiyadi Wahyuningrum, Ani Friska Nur Waleska, Rangga Febrio Wisamodro Jati Yani, Lismeri Yoyon Efendi Yulianti, Firda Zuhriah Zuhriah, Zuhriah