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Afriansyah, Aidil
Informatics Engineering Study Program, Institut Teknologi Sumatera
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Journal : Jurnal Teknik Informatika (JUTIF)

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Comparing BERTBase, DistilBERT and RoBERTa in Sentiment Analysis for Disaster Response Firmansyah, Hafiz Budi; Afriansyah, Aidil; Lorini, Valerio
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 5 (2025): JUTIF Volume 6, Number 5, Oktober 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.5.4766

Abstract

Social media platforms are vital for real-time communication during disasters, providing insights into public emotions and urgent needs. This study evaluates the performance of three transformer-based models—BERTBase, DistilBERT, and RoBERTa—for sentiment analysis on disaster-related social media data. Using a multilingual dataset sourced from the Social Media for Disaster Risk Management (SMDRM) platform, the models were assessed on classification metrics including accuracy, precision, recall, and weighted F1-score. The results show that RoBERTa consistently outperforms the others in classification performance, while DistilBERT offers superior computational efficiency. The analysis highlights the trade-offs between model accuracy and runtime, emphasizing RoBERTa's suitability for scenarios prioritizing accuracy, and DistilBERT's potential in time-sensitive or resource-constrained applications. These findings support the integration of sentiment analysis into disaster response systems to enhance situational awareness and decision-making.
Co-Authors Agung Mahadi Putra Perdana Akram Abdillah, Attar Alfajrin, Achmad Chalid Afif Algifari, Muhammad Habib Andika Setiawan Andre Febrianto Anggraini, Leslie Annisa, Resty Apri Kurniawansyah Arham, Laode Bagaskara, Radhinka Chalid, Achmad AA Dani Hamdani Hamdani David Gunawan, David Duwi Harianto Duwi Hariyanto Dwi Nugroho, Eko Eko Dwi Nugroho Eko Nugroho Ermida Silitonga Fajar Paundra Febrianto, Andre Firmansyah, Hafiz Budi Firmansyah, Hafiz Budi Habib Algifari, Muhammad Ichwani, Arief Idris, Mohamad Ilham Firman Ashari Kartadilaga, Muhammad Qaessar Kisna Pertiwi Kisna Pertiwi, Kisna Lathifa Putri Afisna Lorini, Valerio M. Rizky Hikmatullah M. Yafi Fahmi Miranti Verdiana Mufidah, Zunanik Muhammad Nadhif Athalla Naufal Raki Nela Agustin Kurnianingsih Nur'azmi, Eka Praseptiawan, Mugi Radhinka Bagaskara Rahman Indra Kesuma Resty Annisa Resty Annisa Resty Annisa Annisa Rinaldi, Daniel Rio Ariestia Pradipta Rizkita, Alya Khairunnisa Sabar Sabar Sabar Solly Aryza Sophia Nouriska Untoro, Meida Cahyo Utoro, Meida Cahyo Vebriyanto, Mario Verdiana, Miranti Verlina Agustine Winarta, Richard Arya Winda Yulita Yoga Naufal Ray Putro Yulita, Winda