sentence1: conditional random fields are undirected graphical models trained to maximize a conditional probability of random variables x and y , and the concept is well established for sequential labeling problem .
sentence2: conditional random fields are undirected graphical models trained to maximize a conditional probability of random variables and y , and the concept is well established for sequential labeling problem .