First, using the fact that Now the problem is equivalent to: This is equivalent to the ILP:  In the previous section, we assume that n b,ref is at hand (reference abstractive summary is given) and propose a bigram-based optimization framework for extractive summarization.
for the summarization task, the bigram frequency is unknown, and thus our first goal is to estimate such frequency.