sentence1: motivated by the idea of addressing word confidence estimation problem as a sequence labeling process , we employ the conditional random fields for our model training , with wapiti toolkit .
sentence2: motivated by the idea of addressing wce problem as a sequence labeling process , we employ the conditional random fields for our model training , with wapiti toolkit .