We collected 35,000 tweets that contain the hashtag #sarcasm or #sarcastic to use as positive instances of sarcasm.
we sort the candidates by their probability and conservatively add only the top 5 positive verb phrases and top 5 positive predicative expressions in each bootstrapping iteration.