Semantic technologies, such as Knowledge Graphs (KGs), are natively developed to be explainable. They are the modern implementations of Good old-fashioned Symbolic AI. TALOS will combine the strengths of neural networks with symbolic reasoning to create a scalable, sustainable and explainable representation of knowledge in the Humanities and the Social Sciences.