In addition, the work of (Kobayashi et al., 2015) demonstrates that it is reasonably good to use the similarity between the sentence embedding and document embedding for saliency measurement, where the document embedding is derived from the sum pooling of sentence embeddings.
since reference summaries are the trade-off between relevance and saliency, using them as supervision, neither of the two rankers could be trained well.