We argue that multilingual parallel data provides a valuable source of indirect supervision for induction of shallow semantic representations.
we consider unsupervised induction of semantic roles from sentences annotated with automatically-predicted syntactic dependency representations and use a stateof-the-art generative Bayesian non-parametric model.