Muhammad Ahmad, Iqra Ameer, Wareesa Sharif, Sardar Usman, Muhammad Muzamil, Ameer Hamza, Muhammad Jalal, Ildar Batyrshin, Grigori Sidorov. "Multilingual hope speech detection from tweets using transfer learning models." Scientific Reports (2025). https://doi.org/10.1038/s41598-025-88687-w