Besides the usual character-based features, additional features dependent on POS's or words can also be employed to improve the performance.
as such features are generated dynamically during the decoding procedure, two limitation arise: on the one hand, the amount of parameters increases rapidly, which is apt to overfit on training corpus; on the other hand, exact inference by dynamic programming is intractable because the current predication relies on the results of prior predications.