For the second type of framework, attention mechanism is introduced to model word-level interaction between two sentences and a higher accuracy is achieved (Rocktäschel et al., 2015;Parikh et al., 2016;Wang et al., 2017).
multi-layered deep matching network with attention shows that deeper models outperform shallower models (Duan et al., 2018).