We analyze the discourse with contrast relationship and find that the contrast information may result from different parts of sentence, e.g., tenses (e.g., previous vs. now), entities (their vs our), or even the whole arguments, etc.
in order to learn the relationship representation between two arguments, we propose an attention mechanism that can select out the most important part from two arguments and perform the information interaction between two arguments.