  We introduce the syntactic scaffold, an approach to incorporating syntactic
information into semantic tasks. Syntactic scaffolds avoid expensive syntactic
processing at runtime, only making use of a treebank during training, through a
multitask objective. We improve over strong baselines on PropBank semantics,
frame semantics, and coreference resolution, achieving competitive performance
on all three tasks.
