SOTAVerified

Extractive Summarizer for Scholarly Articles

2020-08-25Code Available1· sign in to hype

Athar Sefid, Clyde Lee Giles, Prasenjit Mitra

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Abstract

We introduce an extractive method that will summarize long scientific papers. Our model uses presentation slides provided by the authors of the papers as the gold summary standard to label the sentences. The sentences are ranked based on their novelty and their importance as estimated by deep neural networks. Our window-based extractive labeling of sentences results in the improvement of at least 4 ROUGE1-Recall points.

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