In honor of the Sentiment Analysis Symposium this week in San Francisco (you are going to be there, right?), here's a summary of best practices for tuning sentiment. These will work for any sentiment analysis system, but you should use ours.
Because it's the best, 'natch.
1) 2 datasets: Gather a set of documents and split it in half.