DeepType: Multilingual Entity Linking by Neural Type System Evolution

Understand

The wealth of structured (e.g.

• Wikidata) and unstructured data about the world available today presents an incredible opportunity for tomorrow's Artificial Intelligence.
• So far, integration of these two different modalities is a difficult process, involving many decisions concerning how best to represent the information so that it will be captured or useful, and hand-labeling large amounts of data.
• DeepType overcomes this challenge by explicitly integrating symbolic information into the reasoning process of a neural network with a type system.