One thing I'm unclear on: Did they use the training data in assessing accuracy? (Sorry if I missed this in my reading.) If so, it might be interesting to see how well they do on a separate test set. Also, it would be interesting to see the results broken down conditioning both on the estimated sentiment and on the true sentiment -- "precision" and "recall" by type.