The number of classes in the relation classification dataset that we use in our experiments is small.
in our experiments, given a sentence x with class label y + , the incorrect class c − that we choose to perform a SGD step is the one with the highest score among all incorrect classes For tasks where the number of classes is large, we can fix a number of negative classes to be considered at each example and select the one with the largest score to perform a gradient step.