We assume that the amount of training data is not sufficient to ignore the POS ambiguous sentences, or that the POS ambiguous sentences make up a substantial portion of the total training data.
we used a small part (1/10 or 1/5) of the POS unique sentences for training the CRFs and evaluated their performance using other (4/5) POS unique sentences.