From Hype to Reality: Transformer-Based Models for Fake News Detection Performance and Robustness Revealed

While transformers are commonly employed, their performance exhibits significant variability across datasets and languages, and their vulnerability to attacks is revealed, as demonstrated by a notable drop in accuracy when confronted with deliberate manipulations.