To deal with this problem, the dependency model with valence (DMV) 6 proposed by Klein and Manning (2004) introduces a special mark STOP.
it is necessary to distinguish two kinds of parameters, P STOP and P CHOOSE in the bi-gram estimation, which makes it difficult to extend the approach to higher orders.