As expected, CRFs can perform reasonably well (accuracy = 63.9%) even without consulting the dictionary, by learning directly from the data.
having the polarity lexicon boosts the performance significantly (accuracy = 70.4%), demonstrating that lexical resources are very helpful for fine-grained sentiment analysis.