The classifier was trained on the corpus used in the Event Nugget Detection and Coreference task in the TAC KBP 2016 (Ellis et al., 2015).
the classifier uses a common neural layer shared between two event mentions that embed event lemma and parts-of-speech tags and then calculates cosine similarity, absolute and euclidean distances between two event embeddings.