Ideally, we need examples of sentences annotated with polarity for the whole sentence as well as sentiment tags for constituents within a sentence, as with the Penn TreeBank for training traditional linguistic parsers.
this is not practical as the annotations will be inevitably time-consuming and require laborious human efforts.