Ajay Athitya Ramanathan 2026. Closed-Loop Hallucination Mitigation in Generative Language Systems Through Adaptive Retrieval, Multi-Source Verification, and Judge-Guided Feedback. International Journal of Computational and Experimental Science and Engineering. 12, 1 (Feb. 2026). DOI:https://doi.org/10.22399/ijcesen.4907.