System IV makes use of multi-class SVMs as a substitute of binary SVMs as in system I. For the multi-class SVMs, we use the one-vs-relaxation training strategy since this led to barely higher outcomes on the development a part of the slot filling relation classification benchmark (0.Fifty one vs. It is because the number of…