Our next steps to this workshop paper include: (1) stronger summarization baselines, e.g., using pointer copy mechanism (See et al., 2017;<cite> Nallapati et al., 2016)</cite> , and also adding this capability to the entailment generation model; (2) results on CNN/Daily Mail corpora<cite> (Nallapati et al., 2016)</cite> ; (3) incorporating entailment knowledge from other news-style domains such as the new Multi-NLI corpus (Williams et al., 2017) , and (4) demonstrating mutual improvements on the entailment generation task.