In the batch learning methods of Section 5, the steps of decoding and optimization are performed sequentially over the entire training data.
corpus-level measures are calculated by taking statistics over the whole corpus, whereas sentence-level measures are calculated by measuring sentence-level accuracy, and defining the corpus-level accuracy as the average of the sentence-level accuracies.