Introducing the Gab Hate Corpus: defining and applying hate-based rhetoric to social media posts at scale.
We present the Gab Hate Corpus (GHC), consisting of 27,665 posts from the social network service gab.com, each annotated for the presence of "hate-based rhetoric" by a minimum of three annotators. Posts were labeled according to a coding typology derived from a synthesis of hate speech definitions a...
| Published in: | Language Resources & Evaluation Vol. 56; no. 1; pp. 79 - 109 |
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| Main Authors: | , , , , , , , , , , , , , , , , , , , |
| Format: | Article |
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Springer Nature
Mar2022
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| Subjects: | |
| Online Access: | View this record in EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=hlh&AN=155080022&site=ehost-live header: @attributes: shortDbName: hlh uiTerm: 155080022 longDbName: Humanities International Complete uiTag: AN controlInfo: bkinfo: jinfo: jid: 1574020X 179V jtl: Language Resources & Evaluation issn: 1574020X maglogo: N pubinfo: dt: Mar2022 vid: 56 iid: 1 pid: 237 pub: Springer Nature artinfo: ui: 155080022 10.1007/s10579-021-09569-x ppf: 79 ppct: 30 formats: fmt: – @attributes: type: T – @attributes: type: P size: 433KB tig: atl: Introducing the Gab Hate Corpus: defining and applying hate-based rhetoric to social media posts at scale. aug: au: Kennedy, Brendan Atari, Mohammad Davani, Aida Mostafazadeh Yeh, Leigh Omrani, Ali Kim, Yehsong Coombs Jr., Kris Havaldar, Shreya Portillo-Wightman, Gwenyth Gonzalez, Elaine Hoover, Joe Azatian, Aida Hussain, Alyzeh Lara, Austin Cardenas, Gabriel Omary, Adam Park, Christina Wang, Xin Wijaya, Clarisa Zhang, Yong affil: Department of Computer Science, University of Southern California, Los Angeles, USA 362 S. McClintock Ave, 90089-161, Los Angeles, CA, USA Department of Psychology, University of Southern California, Los Angeles, USA Gould School of Law and Department of Political Science & International Relations, University of Southern California, Los Angeles, USA su: Social media Hate speech Rhetoric Corpora Hate sug: subj: Social media Hate speech Rhetoric Corpora Hate keyword: Social science Text classification ab: We present the Gab Hate Corpus (GHC), consisting of 27,665 posts from the social network service gab.com, each annotated for the presence of "hate-based rhetoric" by a minimum of three annotators. Posts were labeled according to a coding typology derived from a synthesis of hate speech definitions across legal precedent, previous hate speech coding typologies, and definitions from psychology and sociology, comprising hierarchical labels indicating dehumanizing and violent speech as well as indicators of targeted groups and rhetorical framing. We provide inter-annotator agreement statistics and perform a classification analysis in order to validate the corpus and establish performance baselines. The GHC complements existing hate speech datasets in its theoretical grounding and by providing a large, representative sample of richly annotated social media posts. pubtype: Academic Journal doctype: Article src: R language: English refInfo: copyright: @attributes: flag: Y custom: Language Resources & Evaluation is a copyright of Springer, 2022. All Rights Reserved. item: Language Resources & Evaluation holder: Springer Nature dt: @attributes: year: 2022 holdings: @attributes: islocal: N |
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