Open features, such as knowledge of numbers and European letters, and relationships from semantic networks (Shi and Wang, 2007), have been reported to improve the accuracy of segmentation and POS tagging.
given the flexibility of the feature-based linear model, an obvious next step is the study of open features in the joint segmentor and POS tagger.