Confidence-Credibility Aware Weighted Ensembles of Small LLMs Outperform Large LLMs in Emotion Detection. - Menna Elgabry; Ali Hamdi (CoRR, 2025)

Enhancing Mental Health Classification with Layer-Attentive Residuals and Contrastive Feature Learning. - Menna Elgabry; Ali Hamdi; Khaled B. Shaban (CoRR, 2026)

CMHL: Contrastive Multi-Head Learning for Emotionally Consistent Text Classification. - Menna Elgabry; Ali Hamdi; Khaled B. Shaban (CoRR, 2026)