In addition, we built a discourse-aware event singleton classifier, that resembles the sentence type classifier, to identify singleton event mentions in a document.
the singleton classifier combines document and sentence representations provided by the content type classifier with contextualized event word representations obtained from a separate word-level biLSTM layer with 512 hidden units.