Without manual labels for all bigrams, another option for roughly checking the quality of the bigram matches is to check if the sentiment of the bigram is consistent with that of the sentence.
the precision achieved by the various classes seems very promising, in particular considering that the only sentiment-annotated input for learning these classes was a unigram sentiment lexicon.