Oversampling: With oversampling we aim for hiding the important information in the corpus by increasing the frequency of unimportant information.
we iteratively search for a sentenceŝ witĥ where sim is a similarity measure for two sentences, and addŝ to a random document in topic D. Since we duplicate the sentences we make sure that we do not introduce new, important information to the corpus which is not reflected in the summary.