TY - GEN
T1 - Incivility detection in online comments
AU - Sadeque, Farig
AU - Rains, Stephen
AU - Shmargad, Yotam
AU - Kenski, Kate
AU - Coe, Kevin
AU - Bethard, Steven
N1 - Publisher Copyright:
© 2019 Association for Computational Linguistics
PY - 2019
Y1 - 2019
N2 - Incivility in public discourse has been a major concern in recent times as it can affect the quality and tenacity of the discourse negatively. In this paper, we present neural models that can learn to detect name-calling and vulgarity from a newspaper comment section. We show that in contrast to prior work on detecting toxic language, fine-grained incivilities like name-calling cannot be accurately detected by simple models like logistic regression. We apply the models trained on the newspaper comments data to detect uncivil comments in a Russian troll dataset, and find that despite the change of domain, the model makes accurate predictions.
AB - Incivility in public discourse has been a major concern in recent times as it can affect the quality and tenacity of the discourse negatively. In this paper, we present neural models that can learn to detect name-calling and vulgarity from a newspaper comment section. We show that in contrast to prior work on detecting toxic language, fine-grained incivilities like name-calling cannot be accurately detected by simple models like logistic regression. We apply the models trained on the newspaper comments data to detect uncivil comments in a Russian troll dataset, and find that despite the change of domain, the model makes accurate predictions.
UR - http://www.scopus.com/inward/record.url?scp=85104459250&partnerID=8YFLogxK
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M3 - Conference contribution
AN - SCOPUS:85104459250
T3 - *SEM@NAACL-HLT 2019 - 8th Joint Conference on Lexical and Computational Semantics
SP - 283
EP - 291
BT - *SEM@NAACL-HLT 2019 - 8th Joint Conference on Lexical and Computational Semantics
PB - Association for Computational Linguistics (ACL)
T2 - 8th Joint Conference on Lexical and Computational Semantics, *SEM@NAACL-HLT 2019
Y2 - 6 June 2019 through 7 June 2019
ER -