In order to overcome the challenge of data deficient, some approaches based on weakly supervised learning (Nadeau et al., 2006;Riloff and Jones, 1999) have been proposed and successfully expand training data and feature space.
it is difficult to implement these methods on Chinese tasks because of the lack of morphological variations such as capitalization and in particular the uncertainty in word segmentation, and it may cause large number of matching errors.