After that, u is used to compute the probabilities of it being a valid name for each type: where s is the sigmoid function and k th dimension of O G u indicates the probability of u being a valid mention of type y k .
by capturing mention regularity entailing gazetteers, the region-based models can be enhanced with more accurate name knowledge, and thereby the need of fully-annotated training data can be reduced.