However, for the particular semantic role and negation tasks described here, the focus is on identification of structural dependencies between words, which are not in this case sensitive to the specific nouns/verbs used.
for these tasks-as long as vocabulary words are not out-ofvocabulary for the models (which we confirm below)-the important thing should be not what the words themselves are, but whether dependencies between them have been captured in the sentence embeddings.