Research Blog: 50,000 Lessons on How to Read: a Relation Extraction Corpus | Corporate Challenge of Big Data | Scoop.it

One of the most difficult tasks in NLP is called relation extraction. 
A relation is a semantic connection between (at least) two entities.
The goal of relation extraction is to learn relations from unstructured natural language text.