Furthermore, it is inappropriate to evaluate the correctness of IOB label (i.e., l k ) of each word (i.e., w k ), since the IOB sequence y i of a sentence x i is generated dependently.
we choose sentence x i as our MIL instance, and the correctness of x i is evaluated by the likelihood probability of all words with correct BIO tags.