For example in Figure 3, except that "皮鞋 (leather shoes)" have definite labels, all of the remaining characters can be labeled as "B-PDT", "I-PDT" and so on.
we denote a set of label sequences z for every distantly supervised sentence, whose probability is naturally the sum of probability of each possible label sequenceỹ in z.