Summarize, Outline, and Elaborate: Long-Text Generation via Hierarchical Supervision from Extractive Summaries

Xiaofei Sun
Xiaofei Sun
Chun Fan
Chun Fan
Zijun Sun
Zijun Sun
Yuxian Meng
Yuxian Meng
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We investigate the following extractive methods to access the importance of selecting summary sentences, the first three of which are similar to Liu et al

Abstract:

Long-text generation remains a challenge. The difficulty of generating coherent long texts lies in the fact that existing models overwhelmingly focus on the tasks of local word prediction, and cannot make high level plans on what to generate or capture the high-level discourse dependencies between chunks of texts. Inspired by how humans...More

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