sentence1: the word embeddings and other parameters of the network obtained at the previous stage are used to initialize the network that is then trained on a supervised corpus from semeval-2015 .
sentence2: at a final stage , the pre-trained parameters of the network are used to initialize the model which is then trained on the supervised training data from semeval-2015 .