... sequence of observations x =x1, x2, . . . , xm and a sequence of labels y =y1, y2, . . . , ym. Each yjis a class label for the j’thtoken of a word sequence, and is a member of aset ... Inference Algorithm and Its Efficient ApproximationXu Sun†Jun’ichi Tsujii†‡§†Department of Computer Science, University of Tokyo, Japan‡School of Computer Science, University of Manchester, ... (averaged number of latent paths beingsearched), and inference time of the DPLVM-LDImodel, against the parameter n, on the develop-ment dataset of the Bio-NER task. (Right) En-largement of the beginning...