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Wahyuni, Eka Dyar
Information System Department, Faculty Of Computer Science, Universitas Pembangunan Nasional “Veteran” Jawa Timur, Indonesia
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Journal : bit-tech

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Application of NLP and Rasa for Intent Classification in Durga Historical Texts Dea Puspita; Eka Dyar Wahyuni; Tri Lathif Mardi Suryanto
bit-Tech Vol. 8 No. 2 (2025): bit-Tech
Publisher : Komunitas Dosen Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32877/bt.v8i2.2887

Abstract

This research aims to develop a chatbot based on Natural Language Processing (NLP) using the Rasa framework and the DIETClassifier model to classify user intent from historical data about Dewi Durga within the Indonesian cultural context. Dewi Durga’s stories play a significant role in preserving Indonesian heritage, especially as younger generations increasingly disengage from traditional knowledge. This study highlights the importance of digital preservation as a strategy to keep these narratives accessible and relevant. The chatbot is designed to provide interactive, educational conversations about Durga mythology, helping users understand Hindu cultural values through an intuitive and accessible digital platform. The research methodology involves several key stages: data cleaning and preparation, intent labeling, splitting data into training and testing sets, and evaluating model performance using a Confusion Matrix. Metrics such as accuracy, precision, recall, and F1-score are used to assess classification performance. The DIETClassifier model achieved strong results, with an accuracy of 0.94, precision of 0.90, recall of 0.93, and an F1-score of 0.91, indicating high effectiveness in intent classification. Following model training and evaluation, the chatbot was deployed using Flask, allowing real-time user interaction through a responsive web interface. This project contributes to the use of NLP-based chatbot technology in cultural preservation, specifically focusing on Dewi Durga’s mythology in Javanese and Balinese traditions. By digitizing these stories, the study aims to prevent cultural erosion and promote broader engagement with heritage. The approach may also be applied to other domains that require deep cultural understanding.
Co-Authors Abdul Rezha Efrat Najaf Adam Rachman, Muhammad Adelia Putri, Ledina Adha, Didan Rizky Agung Brastama Putra Agussalim, Agussalim Ahmad Galih Nur Jati Aji, Dwi rachmat Akira Permata Ramadhani alathoillah, abdul hanif Allendra Donny Irawan Amalia Anjani Arifiyanti Anastasya Nurhaliza, Zabina Anatasya, A Edet Fauri Andhika Rizky Aulia Anisa Rahma Salsabila Anjani, Amalia Apriandi, Dwatra Arfianto, Ricky Arief Yahya Prasetio Ariyana, Denny Arsya Amalia Ristias AryaRafa, Daud Asif Faroqi Asriana, Rina Aulia, Ervina Rosa Bella Trinanda Sanni Bhagas Satrya Dewa Cahyo Wibowo, Nur Candra, Devilia Dwi Dayu Renita Dea Puspita Deswita Rini, Ni Made Berliana Devilia Dwi Candra Dharmawan, Ega Dhian Satria Yudha Kartika Diajeng Putri Widiastuti Dian Rahmawati Dian Rahmawati Eka Wahyudinarti Eka Wahyudinarti Eklesia Simaremare Ervina Rosa Aulia Fadiyah Dhara Al Arsya Fariz Febriany, Asri Kinanti Haidar Triari Respati harby, muhamad faiz Hayaza, QONITA Hilman Habib Habibi, Muhammad Hukama’ Nur Romadlon Icha Sinaga Imam Hanafi Irawan, Allendra Donny Izzuddin, Muhammad Jihan Hasna Iftinan Kusumantara, Prisa Marga Kusumantara, Prisa Marga Kusumantara, Prisa Marga Laksono, Cindy Fitri Lina Wardani Lumintang, Qolbi Adi Marga Kusumantara, Prisa Mas'udah, Erica Mashita Kustyani Maulana Arrasyid, Nizar Maulana, Ribas Satria Melisya Sesy Amelia Mochammad Nabil Nugraha Ramadhan Mohamad Irwan Afandi Muh. Ahlun Nazar Muhammad Farhan Najaf, Abdul Rezha Efrant Najma Choirun Nisa Nendra Wono, Lasmargo Ni Made Berliana Deswita Rini Nur Fadlilah, Imamah Nur Jati, Ahmad Galih Oktaviarini, kamilia nabila Peratasari, Reisa Permatasari, Reisa Prabowo, Dimas Agung Prabowo Prasetyo, Bagus Rizky PUSPITASARI, DIANITA Putri Andini Rachmatika Putri Andini Rachmatika Qolbi Adi Lumintang Rachman Esa Masthury Budoyo Rahayu Kartika Sari Ramdhan Ariansyah Reisa Permatasari Respati, Haidar Triari Ridwandono, Doddy Ristias, Arsya Amalia Rizka Hadiwiyanti Rulyawan, Muhammad Rizky Abiwafa Rumonang, Datu Sadli, Adi Safitri Pradhistya Suwandi Salma, Marylda Sanni, Bella Trinanda Sari, Reisa Permata Satria Yuda Kartika, Dhian Seftin Fitri Ana Wati Sembilu, Nambi Shafa Sabrina Almas Siti Mukaromah Sugiarto Tri Luhur Indayanti Sugata Tri Luhur Indayanti Sugata Viviana Purba Wajendra Dewi, Marylda Salma Wardani, Lina Wati, Seftin Fitri Ana Wibowo, Nur Cahyo Wicaksono, Yeni Windy Fadhilah Susanti Wulansari, Anita Yasmine Shalsabilla, Syafierra Yessy Arye Yustraini Yuniar, Sella Zahrah Hayat Arka Putri