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2025	Towards a robust deep learning framework for Arabic sentiment analysis Natural Language Processing Azzam Radman, Rehab Duwairi
2025	Data augmentation for Arabic text classification: a review of current methods, challenges and prospective directions PeerJ Computer Science Samia F. Abdhood, Nazlia Omar, Sabrina Tiun
2024	Guide for the application of the data augmentation approach on sets of texts in Spanish for sentiment and emotion analysis PLOS ONE Rodrigo Gutiérrez Benítez, Alejandra Segura Navarrete, Christian Vidal-Castro, Claudia Martínez-Araneda
2024	Advancements and challenges in Arabic sentiment analysis: A decade of methodologies, applications, and resource development Heliyon Amani A. Aladeemy, Ali Alzahrani, Mohammad H. Algarni, Saleh Nagi Alsubari, Theyazn H.H. Aldhyani, Sachin N. Deshmukh, Osamah Ibrahim Khalaf, Wing-Keung Wong, Sameer Aqburi
2023	Data Augmentation Using Transformers and Similarity Measures for Improving Arabic Text Classification IEEE Access Dania Refai, Saleh Abu-Soud, Mohammad J. Abdel-Rahman
2023	Improving the Polarity of Text through word2vec Embedding for Primary Classical Arabic Sentiment Analysis Neural Processing Letters Nour Elhouda Aoumeur, Zhiyong Li, Eissa M. Alshari
2022	2022 Fifth National Conference of Saudi Computers Colleges (NCCC) Miada Ahmeddeb Almasre
2022	Enhancing Detection of Arabic Social Spam Using Data Augmentation and Machine Learning Applied Sciences Abdullah M. Alkadri, Abeer Elkorany, Cherry Ahmed
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