From the results in Table 6, we can deduce that combining feature types improves classification performance, given that more than half of the combinations present an improvement over the character n-gram baseline and lexical features alone.
combining lexical with semantic and syntactic features seems to work well for irony detection, yielding a top F 1 score of 70.11%.