Though LSTMs are likely to be affected by a similar trend, their states may be able to capture the uncertainty about the structure and thus let the  role classifier account for this uncertainty without the need to explicitly sum over potential syntactic analysis.
pathLSTM will have access only to the single (top scoring) parse tree and, thus, may be more brittle.