Hence, it is not possible to give a final word on the superiority of SVM or CRF in the NER task, and it is necessary to conduct a per class study, as the one we present in this paper, in order to determine the right ML approach and features to use for each class.
our best global NER system combined   the results obtained from both ML approaches.