The problem with this solution is that the training data S Tr is no longer extracted using the same process as the testing data S Te , and is therefore not good data from which to generalize.
all tuples in the training data S Tr necessarily also occur in the statistics corpus C St , and therefore no vectors in the training data S Tr involve data unseen in the statistics corpus.