In principle, this problem can be mitigated by training the pipeline model on automatically predicted labels using cross-validation, but in our case we found that automatically predicted WSD labels decreased the performance of the pipeline model even more.
the joint model computes the full probability distribution over the semantic roles and preposition senses.