These abundant textual resources enable us to study a novel, yet challenging task: automatic text recap extraction, illustrated in Figure 1.
intuitively, our model learns W by assuming each sentence in D i+1 can be reconstructed by contingent sentences from D i : in the equation, we first convert every description sentence to its distributed representation using the pre-trained skip-thought model proposed by Kiros et al.