To integrate texts into a knowledge graph, we take a factoid knowledge graph (KG) as its backbone, and align unstructured sentences of nonfactoid knowledge with the factoid KG by linking entities from these sentences to vertices (containing entities) of the KG.
we augment the factoid KG with non-factoid knowledge, and retain its graph structure.