Results are shown in Table TABREF11 . Results show that incorporating self-attention mechanism in the encoder is beneficial for most tasks. However, original models were better in some tasks (CR, MPQA, MRPC), suggesting that self-attention mechanism could sometimes introduce noise in sentence features. Overall, utilizing self-attentive sentence representation further improves performances in 5 out of 8 tasks. 
 Question: How much better performing is the proposed method over the baselines?
original models were better in some tasks (CR, MPQA, MRPC) utilizing self-attentive sentence representation further improves performances in 5 out of 8 tasks