PropBank annotation includes the whole chain of empty categories, as well as the antecedent of the empty category (the filler of the gap).
the CoNLL-2005 version only includes the filler of the gap and if there is no filler, the argument is omitted, e.g., no ARG0 (subject) for leave would be included in I said to leave because the subject of leave is unspecified.