Using movie reviews as data, we find that standard machine learning techniques definitively outperform human-produced baselines.
the three machine learning methods we employed (Naive Bayes, maximum entropy classification, and support vector machines) do not perform as well on sentiment classification as on traditional topic-based categorization.