Before revision:  (2) GNNs trained on a given dataset may perform poorly on new, unseen data, and direct incremental training cannot solve the problem .
After revision:  (2) GNNs trained on a given dataset may perform poorly on new, unseen data, and direct incremental training cannot solve the problem---this issue has not been addressed in the previous work that applies GNNs for fake news detection .