A problem arises when combining the two models and using it in joint segmentation and parsing, since the linear chain used in the character-based model is incompatible with CYK parsing model and the word-based model due to the transition informa- tion.
we slightly modify the linear chain CRFs by fixing the weights of transition features during training and testing.