ChatGPT, Let Us Chat Sign Language: Experiments, Architectural Elements, Challenges and Research Directions. - Nada Shahin; Leila Ismail (ISNCC, 2023)

ML-NLPEmot: Machine Learning-Natural Language Processing Event-Based Emotion Detection Proactive Framework Addressing Mental Health. - Leila Ismail; Nada Shahin; Huned Materwala; Alain Hennebelle; Lea Frermann (IEEE Access, 2023)

From rule-based models to deep learning transformers architectures for natural language processing and sign language translation systems: survey, taxonomy and performance evaluation. - Nada Shahin; Leila Ismail (Artif. Intell. Rev., 2024)

VisioSLR: A Vision Data-Driven Framework for Sign Language Video Recognition and Performance Evaluation on Fine-Tuned YOLO Models. - Leila Ismail; Nada Shahin; Henok Tesfaye; Alain Hennebelle (ANT/EDI40, 2025)

GLoT: A Novel Gated-Logarithmic Transformer for Efficient Sign Language Translation. - Nada Shahin; Leila Ismail (CoRR, 2025)

ADAT: Time-Series-Aware Adaptive Transformer Architecture for Sign Language Translation. - Nada Shahin; Leila Ismail (CoRR, 2025)