Although widely used in natural language processing, PCFGs are often criticized for the lack of lexicalization, which is very important to capture the lexical dependencies between words.
we use Collins' Model 1 (Collins, 2003), a simple and effective lexicalized parsing model, as the second parsing feature in our decoder.