Our end-to-end method reads text, and writes to both memory slots and edges between them. Intuitively, the memory slots correspond to entities and the edges correspond to relationships between entities, each represented as a vector. 
 Question: How is knowledge retrieved in the memory?
the memory slots correspond to entities and the edges correspond to relationships between entities, each represented as a vector.