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The <jats:sc>recap<\/jats:sc> project is part of the Priority Program <jats:sc>ratio<\/jats:sc> and aims at novel contributions to and confluence of methods from information retrieval, knowledge representation, as well as case-based reasoning for the development of future argumentation machines. In this paper we summarise recent research results from the project. In particular, a\u00a0new German corpus of 100 semantically annotated argument graphs from the domain of education politics has been created and is made available to the argumentation research community. Further, we discuss a\u00a0comprehensive investigation in finding arguments and argument graphs. We introduce a\u00a0probabilistic ranking framework for argument retrieval, i.e. for finding good premises for a\u00a0designated claim. 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