Structured Summarization of Academic Publications

19 May 2019  ·  Alexios Gidiotis, Grigorios Tsoumakas ·

We propose SUSIE, a novel summarization method that can work with state-of-the-art summarization models in order to produce structured scientific summaries for academic articles. We also created PMC-SA, a new dataset of academic publications, suitable for the task of structured summarization with neural networks... We apply SUSIE combined with three different summarization models on the new PMC-SA dataset and we show that the proposed method improves the performance of all models by as much as 4 ROUGE points. read more

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PMC-SA

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CNN/Daily Mail NEWSROOM

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