In Section 4.2 we created a gold-standard dataset with human annotations, however, the number of annotation is not enough to fairly compare the several methods due to the sparseness of the demand targets in the original corpus, and it would be very laborious to prepare a larger annotated dataset.
we used an unannotated corpus for the evaluation in this section.