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A Comparative Study: Using Machine Learning and Transformers Model to Identify Spam in SMS

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Palestine Technical College
Atwe L.; Jazzar M.; Eleyan A.; Bejaoui T.
Atwe, Lour (59929376200); Jazzar, Mahmmoud (24724576700); Eleyan, Amna (39661059000); Bejaoui, Tarek (8859862200)
59929376200; 24724576700; 39661059000; 8859862200
2025
2025 7th International Conference on Smart Applications, Communications and Networking, SmartNets 2025
A Comparative Study: Using Machine Learning and Transformers Model to Identify Spam in SMS
Institute of Electrical and Electronics Engineers Inc.
College of Information Technology, Palestine Technical University - Kadoorie, Tulkarem, Palestine; Manchester Metropolitan University, Department of Computing and Mathematics, Manchester, United Kingdom; University of Carthage, Computer Engineering Department, Tunisia
Atwe L., College of Information Technology, Palestine Technical University - Kadoorie, Tulkarem, Palestine; Jazzar M., College of Information Technology, Palestine Technical University - Kadoorie, Tulkarem, Palestine; Eleyan A., Manchester Metropolitan University, Department of Computing and Mathematics, Manchester, United Kingdom; Bejaoui T., University of Carthage, Computer Engineering Department, Tunisia
1
10.1109/SmartNets65254.2025.11106848
Machine learning; RoBERTa model; SMS Spam; Transformer-based models
Barium compounds; Intelligent systems; Large datasets; Random forests; Samarium compounds; Support vector machines; Comparatives studies; Machine learning models; Machine-learning; Performance; RoBERTa model; SMS spam; Supervised machine learning; Support vectors machine; Transformer modeling; Transformer-based model; Learning systems