Shaista Firdous and Muhammad Saeed Iqbal (2025) “Exploring Contemporary Arabic Sentiment Analysis: Methods, Challenges, and Future Trends”, Pakistan Journal of Multidisciplinary Innovation, 4(1), pp. 34–48. doi: 10.59075/pjmi.v4i1.517.