Semantic Properties

This paper demonstrates a new method for leveraging free-text annotations to infer se- mantic properties of documents. Free-text an- notations are becoming increasingly abundant, due to the recent dramatic growth …...

AbstractUnsupervised word embeddings have become a popular approach of word representation in NLP tasks. However there are limitations to the semantics represented by unsupervised embeddings, and inadequate fine-tuning of embeddings …...