In particular, 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.
the testing data S Te can be expected to include tuples that did not also occur in the statistics corpus, and so the classifier might not generalize to these tuples using the features we calculate.