For evaluation purposes, we use the CBOW model of word2vec with standard hyperparameters: the dimensionality of the vectors is set to 300 and the window size to 8, and hierarchical softmax is used for normalization.
manually annotating large amounts of data is extremely expensive and therefore impractical in normal settings.