Abstract: Deep learning models often need sufficient supervision (i.e., labelled data) in order to be trained effectively. By contrast, humans can swiftly learn to identify important anatomy in ...
Abstract: English linguist John Rupert Firth has a famous saying "you shall know a word by the company it keeps". Most word representation learning models are based on this assumption that a word's ...