Jinpeng Huai

Hierarchical Modeling of Label Dependency and Label Noise in Fine-grained Entity Typing

Fine-grained entity typing (FET) aims to annotate the entity mentions in a sentence with fine-grained type labels. It brings plentiful semantic information for many natural language processing tasks. Existing FET approaches apply hard attention to learn on the noisy labels, and ignore that those noi…