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Team Howard Beale at SemEval-2019 task 4: hyperpartisan news detection with BERT

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dc.contributor.coauthorDayanık, Erenay
dc.contributor.kuauthorMutlu, Osman
dc.contributor.kuauthorCan, Ozan Arkan
dc.contributor.kuprofilePhD Student
dc.contributor.kuprofilePhD Student
dc.contributor.schoolcollegeinstituteGraduate School of Sciences and Engineering
dc.contributor.schoolcollegeinstituteGraduate School of Sciences and Engineering
dc.date.accessioned2024-11-10T00:05:19Z
dc.date.issued2019
dc.description.abstractThis paper describes our system for SemEval-2019 Task 4: Hyperpartisan News Detection (Kiesel et al., 2019). We use pretrained BERT (Devlin et al., 2018) architecture and investigate the effect of different fine tuning regimes on the final classification task. We show that additional pretraining on news domain improves the performance on the Hyperpartisan News Detection task. Our system1 ranked 8th out of 42 teams with 78.3% accuracy on the held-out test dataset.
dc.description.indexedbyScopus
dc.description.openaccessYES
dc.description.publisherscopeInternational
dc.identifier.doiN/A
dc.identifier.isbn9781-9507-3706-2
dc.identifier.linkhttps://www.scopus.com/inward/record.uri?eid=2-s2.0-85118547951&partnerID=40&md5=a747cd892ee8906a2403f0ba002a6db7
dc.identifier.scopus2-s2.0-85118547951
dc.identifier.urihttps://hdl.handle.net/20.500.14288/16426
dc.keywordsClassification (of information)
dc.keywordsComputational linguistics
dc.keywordsSemantics
dc.keywordsClassification tasks
dc.keywordsDetection tasks
dc.keywordsFine tuning
dc.keywordsNews domain
dc.keywordsPerformance
dc.keywordsPre-training
dc.keywordsStatistical tests
dc.languageEnglish
dc.publisherAssociation for Computational Linguistics (ACL)
dc.sourceNAACL HLT 2019 - International Workshop on Semantic Evaluation, SemEval 2019, Proceedings of the 13th Workshop
dc.subjectComputer Science
dc.titleTeam Howard Beale at SemEval-2019 task 4: hyperpartisan news detection with BERT
dc.typeConference proceeding
dspace.entity.typePublication
local.contributor.kuauthorMutlu, Osman
local.contributor.kuauthorCan, Ozan Arkan

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