Argumentation discourse is a pervasive form of linguistic interaction amongst humans. Computational argumentation is a field of AI attempting to design and build machines that can engage in argumentative discourse. We focus on mining arguments and dialectical relationships between them from text, as well as tools for mapping, evaluating and visualising arguments within dialectical exchanges.