A Comparative Study of Traditional Machine Learning and Large Language Models for Information Extraction in Public Procurement Notices. - Lucas Oliveira Belmiro; Cláudio de Souza Baptista; André Luiz Firmino Alves; Igor Silveira de Andrade; Eliane Tâmara Lima Oliveira; Clécio Bruno Medeiros Aaraújo (ICEIS (1), 2026)