Eduardo Pacheco and Jonnathan Ramos. 2026. Traditional Machine Learning versus Large Language Models for Predicting Ship Turnaround Times at Brazilian Ports. In Anais do XIV Symposium on Knowledge Discovery, Mining and Learning, outubro 19, 2026, Cuiabá/MT, Brasil. SBC, Porto Alegre, Brasil, 249-256. DOI: https://doi.org/10.5753/kdmile.2026.32084.