sentence1: a conditional random field can be seen as an undirected graph model in which the nodes corresponding to the label sequence y are conditional on the observed sequence x .
sentence2: conditional random fields is a discriminative model that estimates joint distribution pover the target sequence y , conditioned on the observed sequence x .