For instance, when we removed 5,066 features that appeared four times or less in the training data, the modified classifier for ORGANIZATION-END misclassified 103 training examples, whereas the original classifier misclassified only 19 examples.
xQK-FS removed 12,141 features without an increase in misclassifications for the training data.