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2018), which learns to rank the entity grid of a textual content extra highly than the same entity grid whose rows (sentences) have been randomly shuffled. Please see Appendix B for extra details. We depend on a diverse set of sentence extraction strategies, whose performance on a held-out portion of clinsum is reported in Table 2. Oracle fashions have access to the bottom-fact reference and characterize higher bounds for extraction. Here, we outline the sentence choice criteria for each oracle variant, leaving extra in-depth dialogue to the next analysis. POSTSUBSCRIPT between Oracle Despatched-Align and Oracle Retrieval. We offer two unsupervised strategies as effectively. Random: extracts random sentences until summary reaches target phrase count (average summary length); LexRank: selects the highest-okay sentences with largest LexRank (Erkan and Radev, 2004) rating till target phrase rely is reached. To motivate future research in a number of, self-contained directions, we distill task-particular characteristics to a few salient, standalone takeaways. For each takeaway, we provide evidence in the data and/or literature, earlier than proposing implications of findings on mannequin improvement and evaluation.