Show simple item record

dc.contributor.author AbuRa'ed, Ahmed Ghassan Tawfiq
dc.contributor.author Chiruzzo, Luis
dc.contributor.author Saggion, Horacio
dc.date.accessioned 2018-07-17T10:31:35Z
dc.date.available 2018-07-17T10:31:35Z
dc.date.issued 2018
dc.identifier.citation Abura'ed A, Chiruzzo L, Saggion H. Experiments in detection of implicit citations. In: WOSP 2018. 7th International Workshop on Mining Scientific Publications; 2018 May 7; Miyazaki, Japan. [Paris (Francce)]: European Language Resources Association; 2018. 7 p.
dc.identifier.uri http://hdl.handle.net/10230/35180
dc.description Comunicació presentada al WOSP 2018: 7th International Workshop on Mining Scientific Publications, celebrat el 7 de maig de 2018 a Miyazaki, Japó.
dc.description.abstract The identification of explicit and implicit citations to a given reference paper is important for numerous scientific text mining activities such as citation purpose identification, scientific opinion mining, and scientific summarization. This paper presents experiments on the identification of implicit citations in scientific papers. As in previous work, and relying on an annotated dataset of explicit and implicit citation sentences, we cast the problem as classification, evaluating several machine learning algorithms trained on a set of task-motivated features. We compare our work with the state of the art on the annotated dataset obtaining improved performance. We also annotate a new dataset which we make publicly available to validate our approach. The results on the new dataset confirm our set of features outperforms previously published research.
dc.description.sponsorship This work is (partly) supported by the Spanish Ministry of Economy and Competitiveness under the Maria de Maeztu Units of Excellence Programme (MDM-2015-0502) and by the TUNER project (TIN2015-65308-C5-5-R, MINECO/FEDER, UE).
dc.format.mimetype application/pdf
dc.language.iso eng
dc.publisher ELRA (European Language Resources Association)
dc.relation.ispartof WOSP 2018. 7th International Workshop on Mining Scientific Publications; 2018 May 7; Miyazaki, Japan. [Paris (Francce)]: European Language Resources Association; 2018. 7 p.
dc.rights © 2018 ELRA - European Language Resources Association. All rights reserved. The WOSP 2018 Proceedings are licensed under aCreative Commons Attribution-NonCommercial 4.0 International License.
dc.rights.uri http://creativecommons.org/licenses/by-nc/4.0/
dc.title Experiments in detection of implicit citations
dc.type info:eu-repo/semantics/conferenceObject
dc.subject.keyword Scientific text mining
dc.subject.keyword Citation context identification
dc.subject.keyword Sentence classification
dc.relation.projectID info:eu-repo/grantAgreement/ES/1PE/TIN2015-65308-C5-5-R
dc.rights.accessRights info:eu-repo/semantics/openAccess
dc.type.version info:eu-repo/semantics/publishedVersion

Thumbnail

This item appears in the following Collection(s)

Show simple item record

Search DSpace


Advanced Search

Browse

My Account

Statistics

In collaboration with Compliant to Partaking