Journal of Computer Science, Published online: 7 September 2026; doi:10.3844/jcssp.2026.2700.2710 Existing methods for detecting fake news, such as traditional machine learning and transformer-based models, often work as separate classifiers that do not use outside evidence, historical knowledge, ...