Automatic detection of fake from legitimate news in different formats such as headlines, tweets and full news articles has been approached in recent Natural Language Processing literature (Vlachos and Riedel, 2014; Vosoughi, 2015; Jin et al., 2016; Rashkin et al., 2017;<cite> Wang, 2017</cite>; Pomerleau and Rao, 2017; Thorne et al., 2018) .