It is important to note as well that, while TOP-ICSUM incorporates an additional layer to model topic distributions at the sentence level, we noted early in our experiments that this did not improve the performance (as evaluated with ROUGE) and consequently relaxed that assumption in Dual-Sum.
for instance, HIERSUM models the intuitions that first sentences in documents should contain more general information, and that adjacent sentences are likely to share specic content vocabulary.