Mohammad Ali et al. 2026. SEMSCORE-TFIDF: A Lightweight Semantic-Statistical Retrieval Framework for Multilingual FAQ Systems in Higher Education. American Scientific Research Journal for Engineering, Technology, and Sciences. 104, 1 (Apr. 2026), 127–140.