In plain words: Style was compared in 1,627 fact-checked articles from nine publishers by testing how easily two texts can be told apart. Left- and right-wing hyperpartisan writing resembled each other more than mainstream news; style separated hyperpartisan from mainstream (0.78) but failed on fake news.
Abstract
This paper reports on a writing style analysis of hyperpartisan (i.e., extremely one-sided) news in connection to fake news. It presents a large corpus of 1,627 articles that were manually fact-checked by professional journalists from BuzzFeed. The articles originated from 9 well-known political publishers, 3 each from the mainstream, the hyperpartisan left-wing, and the hyperpartisan right-wing. In sum, the corpus contains 299 fake news, 97% of which originated from hyperpartisan publishers. We propose and demonstrate a new way of assessing style similarity between text categories via Unmasking---a meta-learning approach originally devised for authorship verification---, revealing that the style of left-wing and right-wing news have a lot more in common than any of the two have with the mainstream. Furthermore, we show that hyperpartisan news can be discriminated well by its style from the mainstream (F1=0.78), as can be satire from both (F1=0.81). Unsurprisingly, style-based fake news detection does not live up to scratch (F1=0.46). Nevertheless, the former results are important to implement pre-screening for fake news detectors.
Martin Potthast, Johannes Kiesel, Kevin Reinartz, Janek Bevendorff, Benno Stein
arXiv:1702.05638 · cs.CL · submitted Feb 18, 2017
abstract · pdf · html · 10 pages, 3 figures, 6 tables, submitted to ACL 2017
That said, and anecdotally, style is often a fair heuristic for political agenda. It should be possible to improve the methodology of such research so it is insightful without such arbiters.
As an aside, it is not surprising that "that the style of left-wing and right-wing news have a lot more in common than any of the two have with the mainstream", for they often use the same, or similar tools to undermine society, a goal both have in common. They read the same literature about how do this, typically following a Lenisist approach.