Small- to medium-sized documents are the types of documents that are BEST suited to semantic labeling and aggregation to determine sentiment orientation.
To add, 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.