In addition to that, it is also found that the use of punctuations in fake news is more frequent than authentic news, and most of the time fake news is found on the least popular sites.
since character level features have shown better results so we will incorporate the character level features in neural network models such as (Kim et al., 2016;Hwang and Sung, 2017).