Considering that the matching networks based on hidden states have demonstrated the strong ability to measure the relevance of two pieces of texts (e.g., ), we propose to jointly conduct reranking and rewriting through a shared encoding step.
we employ a bidirectional Recurrent Neural Network (BiRNN) encoder  to read x and r. Take the sentence x as an example.