Gambarra, Gustavo, Jerônimo, Caio, AND Campelo, Claudio. " Too Good to Be True? Generalization Challenges in LLM-Based Fake News Detection" Proceedings of the Brazilian Symposium on Multimedia and the Web (WebMedia) [Online], (10 November 2025)