Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, that facilitate identifying entity-attribute relationships in text corpora. Methods include determining whether an attribute in a candidate entity-attribute pair is an actual attribute of the entity in the entity-attribute candidate pair. This can include generating embeddings for words in sentences that include the entity and the attribute and generating. This can also include generating an attribute distributional embedding for the entity based on other attributes associated with the entity, and generating an attribute distributional embedding for the attribute based on known attributes associated with known entities of the attribute. Based on these embeddings, a feedforward network can determine whether the attribute in the entity-attribute candidate pair is an actual attribute of the entity in the entity-attribute candidate pair.
IDENTIFYING ENTITY ATTRIBUTE RELATIONS