Recognizing UMLS Semantic Types with Deep Learning. - Isar Nejadgholi; Kathleen C. Fraser; Berry de Bruijn; Muqun Li; Astha LaPlante; Khaldoun Zine El Abidine (LOUHI@EMNLP, 2019)

Extracting UMLS Concepts from Medical Text Using General and Domain-Specific Deep Learning Models. - Kathleen C. Fraser; Isar Nejadgholi; Berry de Bruijn; Muqun Li; Astha LaPlante; Khaldoun Zine El Abidine (CoRR, 2019)

Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions. - Mourad Gridach; Jay Nanavati; Khaldoun Zine El Abidine; Lenon Mendes; Christina Mack (CoRR, 2025)