We compare two types of baseline text encoders in Figure 1 . (1)<cite> Lin et al. (2017)</cite> (BiLSTM), which formulates single word positions as basic units, and computes the vector h i for the i-th word position with a BiLSTM; (2) Extension of Mullenbach et al. (2018) (CNN) .