Austin OO, Joshua A, Muhammed AS, Muhammed FO, Muhammad BL, Aminu HI. Hallucinations in Multimodal Large Language Models: A Comprehensive Survey of Taxonomy, Causes, Detection Methods, Mitigation Strategies, and Evaluation Benchmarks. FJS. 2026;10(10):96-104. doi:10.33003/fjs-2026-1010-5338