They present a parsing model based on Probabilistic Linear Context-Free Rewriting Systems (PLCFRS), which implements many of the technological advances that were developed in the context of parsing with PCFGs.
they present a decoding algorithm based on weighted deductive CKY parsing, and use it in conjunction with PLCFRS parameters directly estimated from treebank data.