Before revision: The collection of embedding vectors for all the entities and relations in the knowledge graph are a more dense and efficient representation of the domain that can more easily be used for many different tasks.
After revision: The collection of embedding vectors for all the entities and relations in the knowledge graph can then be used for downstream tasks.