teaser:Decision situations require individuals and organizations to choose between a multitude of options based on facts, opinions, and arguments about the situation at hand or similar ones. There is already a large set of prior work on the representation of knowledge, inference, and argumentations; the ALMANAC aims to a) bring order into the zoo of proposed formalisms, b) categorize their inter-relations, and c) benchmark them on real-world corpora.