Interesting. Did you train the classifier? How did you get the labels (positive/negative)? Are you using k-grams, bag of words, or something else as features?
I manually classified a few thousand items and trained the classifier(s) on those. As of now I'm using bag of words, bigrams, and trigrams as features - classification accuracy seems to be pretty decent.