Because the underlying grammar (ignoring the additional named entity information) was the same for both the joint and baseline parsers, it is the case that whenever a sentence is unparseable by either the baseline or joint parser it is in fact unparsable by both of them, and would affect the parse scores of both models equally.
the CRF is able to named entity tag any sentence, so these unparsable sentences had an effect on the named entity score.