Before revision:  We  empirically demonstrate that this yields significant improvements over existing text and user-based techniques for fake news detection .
After revision:  We empirically demonstrate that this yields significant improvements over existing text-based techniques and achieves state-of-the-art results on fake news datasets from two different domains .