For non-polysemous words, which constitute a significant portion of English vocabulary, learning the general connotation at the word-level (rather than at the sense-level) would be a natural operational choice.
in this classification task, we denote by Y the nodes the labels of which need to be assigned, and let y i refer to Y i 's label.