Search has long been revolutionized by knowledge-graph-powered services such as the Amazon Marketplace in e-commerce, or Open Street Maps in the cartography and navigation services domains, to name just two examples. Inspired by such knowledge graph (KG) success stories in the general domain, such technology is now being realized over scholarly knowledge as well.