Skill-Aligned Annotation for Reliable Evaluation in Text-to-Image Generation. - Abdelrahman Eldesokey; Merey Ramazanova; Ahmad Sait; Ansar Khangeldin; Karen Sanchez; Tong Zhang 001; Bernard Ghanem (CoRR, 2026)