Shaista Firdous and Muhammad Saeed Iqbal 2025. Exploring Contemporary Arabic Sentiment Analysis: Methods, Challenges, and Future Trends. Pakistan Journal of Multidisciplinary Innovation. 4, 1 (Mar. 2025), 34–48.