Sureshbabu, A.D. 2026. The Verified Query Repository: A Human-in-the-Loop Architectural Pattern for Eliminating Hallucination in Enterprise NLP Systems. International Journal of Artificial Intelligence and Machine Learning. 6, 6s (Jun. 2026), 320–330. DOI:https://doi.org/10.51483/IJAIML.6.6s.2026.320-330.