Our experiments show that our re-rank strategy increases the document recall compared to the single-step approach (Table 2).
our ranker outperforms the TF-IDF method by 38.8% in evidence retrieval F1, with 65 times faster inference speed, achieving a promising performance in a large-scale fact extraction and verification dataset.