For Fast Rerank, since there is no ground truth available, we use ROUGE-1 3 (Lin and Hovy, 2003) to evaluate the saliency of a candidate template with respect to the gold summary of current source article.
the loss function is defined as: where s is a score predicted by Equation 9, and N is the product of the training set size, D, and the number of retrieved templates for each article.