In our next experiment, we consider a common scenario where rare terms make up a much larger fraction of the test data.
we take ten random samples of a fixed size from the labeled training set, train a chunking model on each subset, and graph the F1 on the labeled test set, averaged over the ten runs, in Figure 1.