For the last set of experiments, we used the probabilistic model described in (Collins, 1999) (model 2), and the Tree Kernel (Collins and Duffy, 2002).
use of probability estimates is not a serious limitation of this approach because in practice candidates are normally provided by some probabilistic model and its probability estimates are used as additional features in the reranker Shen and Joshi, 2003;.