Machine learning and digital pragmatics: Which word category influences emoji use most?

This study employs Machine Learning, specifically the MARBERT model, to predict emoji use in Arabic tweets collected from X.com. The model achieved an overall accuracy of 0.75, indicating promising results while highlighting a need for further model improvement.