In <cite>their study</cite>, <cite>Liu et al. (2017)</cite> used pre-trained embeddings but let them adapt to the task during the training phase. However, they did not perform a comparison with the case where the embeddings are not adaptable. Thus, in our study we experimented with both fixed and adaptable embeddings.