Bastos, B.R. and Dias, M. de O. 2026. A Thematic Analysis on Large Language Models: Hallucination, Trust, and Governance Challenges in AI Systems. Advances in Social Sciences Research Journal. 13, 05 (May 2026), 36–51. DOI:https://doi.org/10.14738/assrj.1305.2402.