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Using text summarization models to improve digital reading of scientific papers

Authors: Mastrobattista, Ludovica; Alrahabi, Motasem; Fedchenko, Valentina; Jomaa, Oussama; Gawley, James; Cordova, Johanna; Roe, Glenn;

Using text summarization models to improve digital reading of scientific papers

Abstract

This paper presents an evaluation and comparison of three state-of-the-art models for text summarization, and proposes a new digital reading interface designed for neophyte users to exploit these models, as well as automatic keyword extraction, with little or no programming experience.

Keywords

Paper, keyword extraction, Humanities computing, qualitative evaluation, text summarization, Interface design, Poster, digital reading, and analysis, artificial intelligence and machine learning, development

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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