Similar to the argument classification stage, the only difference between full parsing-and shallow parsing-based systems is in the construction of some features.
phrase type, head word, POS tag of the head word, path, and subcategorization features are approximated using chunks and clauses when the binary classifier is trained using shallow parsing information.