AAA at MAHED Text-based Hate and Hope Speech Classification: A Systematic Encoder Evaluation for Arabic Hope and Hate Speech Classification. - Ahmed Khalil Elzainy; Mohamed Amin; Ahmed Samir; Hazem Abdelsalam (ArabicNLP (Shared Tasks), 2025)