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\subsection{Problem 3}  Semantic role labeling, sometimes also called shallow semantic parsing, is a task in natural language processing consisting of the detection of the semantic arguments associated with the predicate or verb of a sentence and their classification into their specific roles. For example:  [Cook the boys] ... grill [Food their catches] [Heating_instrument [Heating\_instrument  on an open fire].