Such similar contexts may decrease classifiers' ability to discriminate among near-synonyms.
we propose the use of a supervised discriminative training technique (Ohler et al., 1999;Kuo and Lee, 2003;Zhou and He, 2009) to improve classifiers by distinguishing positive and negative features for each near-synonym.