The work that is most related to ours is the proposal of a method to exploit debate portals for semisupervised argumentation mining by Habernal and Gurevych (2015).
the authors use word embedding techniques for projecting the texts from debate portals into an annotated argument space, relying on the argument model of Toulmin (1958).