On the other hand, joint learning and decoding using cross-product of segmentation states and tagging states does not suffer from error propagation problem and achieves higher accuracy on both subtasks (Ng and Low, 2004).
one shortcoming of this method is that calculation of marginal probabilities of features may be inefficient and some approximations are required for fast computation.