The set of parameters θ is optimized using a grid search on the development data using F-measure for subjectivity classification.
for English θ = [0.7, 5, 50] meaning that on each iteration the top 50 new terms with a frequency ≥ 5 and probability ≥ 0.7 are added to the lexicon.