论文标题

拓句排序的拓扑排序

Topological Sort for Sentence Ordering

论文作者

Prabhumoye, Shrimai, Salakhutdinov, Ruslan, Black, Alan W

论文摘要

句子排序是按正确顺序排列给定文本的句子的任务。最新的工作使用深神经网络执行此任务已将其作为序列预测问题。在本文中,我们提出了将此任务的新框架作为解决方案解决问题的新框架,并引入了一种新技术来解决它。此外,我们提出了针对此任务的人类评估。四个不同数据集的自动指标和人类指标的结果表明,这种新技术更好地捕获文档中的连贯性。

Sentence ordering is the task of arranging the sentences of a given text in the correct order. Recent work using deep neural networks for this task has framed it as a sequence prediction problem. In this paper, we propose a new framing of this task as a constraint solving problem and introduce a new technique to solve it. Additionally, we propose a human evaluation for this task. The results on both automatic and human metrics across four different datasets show that this new technique is better at capturing coherence in documents.

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