To the best of our knowledge, there is currently only one approach that aims at identifying argumentative discourse structures proposed by Mochales-Palau and Moens (2009).
it relies on a manually created context-free grammar (CFG) and is tailored to the legal domain, which follows a standardized argumentation style.