sentence1: gildea and palmer developed a system to predict semantic roles from sentences and their parse trees as determined by the statistical parser of collins .
sentence2: in previous work using the propbank corpus , gildea and palmer developed a system to predict semantic roles from sentences and their parse trees as determined by the statistical parser of collins .