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dc.contributor.authorLoharja, Henry
dc.contributor.authorPadró, Lluís
dc.contributor.authorTurmo Borras, Jorge
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament de Ciències de la Computació
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament d'Enginyeria Civil i Ambiental
dc.date.accessioned2018-10-26T10:38:07Z
dc.date.available2018-10-26T10:38:07Z
dc.date.issued2018
dc.identifier.citationLoharja, H., Padro, L., Turmo, J. Negation cues detection using CRF on Spanish product review texts. A: Taller de NEGación en ESpañol. "NEGES 2018: Workshop on Negation in Spanish: Seville, Spain: September 19-21, 2018: proceedings book". 2018, p. 49-54.
dc.identifier.urihttp://hdl.handle.net/2117/123065
dc.description.abstractThis article describes the negation cue detection approach designed and built by UPC's team participating in NEGES 2018 Workshop on Negation in Spanish. The approach uses supervised CRFs as the base for training the model with several features engineered to tackle the task of negation cue detection in Spanish. The result is evaluated by the means of precision, recall, and F1 score in order to measure the performance of the approach. The approach was ranked in 1st position in the official testing results with average precision around 91%, average recall around 82%, and average F1 score around 86%. © 2018 CEUR-WS. All rights reserved.
dc.format.extent6 p.
dc.language.isoeng
dc.rightsAttribution-NonCommercial-NoDerivs 3.0 Spain
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/3.0/es/
dc.subjectÀrees temàtiques de la UPC::Informàtica::Intel·ligència artificial
dc.subject.lcshPsycholinguistics
dc.subject.lcshAlgorithms
dc.subject.lcshData processing
dc.subject.lcshSpanish language
dc.subject.otherConditional random field
dc.subject.otherNegation cue detection
dc.subject.otherProduct review Conditional random field
dc.subject.otherDetection approach
dc.subject.otherF1 scores
dc.subject.otherProduct reviews
dc.subject.otherRandom processes
dc.titleNegation cues detection using CRF on Spanish product review texts
dc.typeConference report
dc.subject.lemacAlgorismes
dc.subject.lemacAprenentatge automàtic
dc.subject.lemacPsicolingüística
dc.subject.lemacProcessament de dades
dc.subject.lemacCastellà
dc.contributor.groupUniversitat Politècnica de Catalunya. GPLN - Grup de Processament del Llenguatge Natural
dc.contributor.groupUniversitat Politècnica de Catalunya. EC - Enginyeria de la Construcció
dc.relation.publisherversionhttp://ceur-ws.org/Vol-2174/paper6.pdf
dc.rights.accessOpen Access
local.identifier.drac23390648
dc.description.versionPostprint (published version)
local.citation.authorLoharja, H.; Padro, L.; Turmo, J.
local.citation.contributorTaller de NEGación en ESpañol
local.citation.publicationNameNEGES 2018: Workshop on Negation in Spanish: Seville, Spain: September 19-21, 2018: proceedings book
local.citation.startingPage49
local.citation.endingPage54


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