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