Pretraining methods like BERT (Devlin et al., 2018) or Elmo (Peters et al., 2018) have proved to be extremely helpful in MRC tasks.
additionally, we construct a newly developed dataset RESUME in Chinese, which requires multi-step reasoning to construct entity dependencies, as opposed to the single-step dependency extraction in the triplet exaction in previous datasets.