Because segmentation using a dictionary alone can serve as a strong baseline in Chinese word segmentation (Sproat et al., 1996), the use of dictionaries is expected to make our joint model more robust and enables us to investigate the contribution of the syntactic dependency in a more realistic setting.
we have also found that we must balance the learning rate between features for segmentation and tagging decisions, and those for dependency parsing.