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A select and rewrite approach to the generation of related work reports

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dc.contributor.author AbuRa'ed, Ahmed Ghassan Tawfiq
dc.contributor.author Saggion, Horacio
dc.date.accessioned 2021-05-19T07:47:40Z
dc.date.available 2021-05-19T07:47:40Z
dc.date.issued 2021
dc.identifier.citation AbuRa’ed A, Saggion H. A select and rewrite approach to the generation of related work reports. In: Frommholz I, Mayr P, Cabanac G, Verberne S, editors. BIR 2021: 11th International Workshop on Bibliometric-enhanced Information Retrieval; 2021 Apr 1; Lucca, Italy. Aachen: CEUR; 2021. p. 53-68.
dc.identifier.uri http://hdl.handle.net/10230/47601
dc.description Comunicació presentada al BIR 2021: 11th International Workshop on Bibliometric-enhanced Information Retrieval, celebrat l'1 d'abril de 2021 de manera virtual.
dc.description.abstract A related work report is a text which integrates key information from a list of related scientific papers providing context to the work being presented. In this paper we study the automatic generation of related work reports using extractive and abstractive text summarization approaches. Our extractive approach scores the sentences of the scientific papers based on their citations, selecting top scored sentences from each scientific paper to be mentioned in the related work report. The sentences are then organized in the report according to the topic they belong to. In additional experiments we use top scored sentences from our extractive methods and rephrase them using pre-trained abstractive models that generate citation sentences. We discuss automatic and manual evaluation of the generated related work reports showing the viability of the proposed approaches.
dc.description.sponsorship This work was (partly) supported by the Spanish Government under the María de Maeztu Units of Excellence Programme (MDM-2015-0502). We also acknowledge support from the project Context-aware Multilingual Text Simplification (ConMuTeS) PID2019- 109066GB-I00/AEI/10.13039/501100011033 awarded by Ministerio de Ciencia, Innovación y Universidades (MCIU) and by Agencia Estatal de Investigación (AEI) of Spain.
dc.format.mimetype application/pdf
dc.language.iso eng
dc.publisher CEUR Workshop Proceedings
dc.relation.ispartof Frommholz I, Mayr P, Cabanac G, Verberne S, editors. BIR 2021: 11th International Workshop on Bibliometric-enhanced Information Retrieval; 2021 Apr 1; Lucca, Italy. Aachen: CEUR; 2021. p. 53-68
dc.rights Copyright © 2021 for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0)
dc.rights.uri https://creativecommons.org/licenses/by/4.0/
dc.title A select and rewrite approach to the generation of related work reports
dc.type info:eu-repo/semantics/conferenceObject
dc.subject.keyword Scientific summarization
dc.subject.keyword Information extraction from scientific literature
dc.subject.keyword Document abstracting
dc.relation.projectID info:eu-repo/grantAgreement/ES/2PE/PID2019-109066GB-I00
dc.rights.accessRights info:eu-repo/semantics/openAccess
dc.type.version info:eu-repo/semantics/publishedVersion

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