For example, most work observes that stochastic gradient descent (SGD) gives best performance on NER task (<cite>Chiu and Nichols, 2016;</cite> Lample et al., 2016; Ma and Hovy, 2016) , while Reimers and Gurevych (2017b) report that SGD is the worst optimizer on the same datasets.