LaSTUS/TALN at TRAC - 2020 Trolling, Aggression and Cyberbullying

Lütfiye Seda Mut Altın, Alex Bravo, Horacio Saggion


Abstract
This paper presents the participation of the LaSTUS/TALN team at TRAC-2020 Trolling, Aggression and Cyberbullying shared task. The aim of the task is to determine whether a given text is aggressive and contains misogynistic content. Our approach is based on a bidirectional Long Short Term Memory network (bi-LSTM). Our system performed well at sub-task A, aggression detection; however underachieved at sub-task B, misogyny detection.
Anthology ID:
2020.trac-1.13
Volume:
Proceedings of the Second Workshop on Trolling, Aggression and Cyberbullying
Month:
May
Year:
2020
Address:
Marseille, France
Editors:
Ritesh Kumar, Atul Kr. Ojha, Bornini Lahiri, Marcos Zampieri, Shervin Malmasi, Vanessa Murdock, Daniel Kadar
Venue:
TRAC
SIG:
Publisher:
European Language Resources Association (ELRA)
Note:
Pages:
83–86
Language:
English
URL:
https://aclanthology.org/2020.trac-1.13
DOI:
Bibkey:
Cite (ACL):
Lütfiye Seda Mut Altın, Alex Bravo, and Horacio Saggion. 2020. LaSTUS/TALN at TRAC - 2020 Trolling, Aggression and Cyberbullying. In Proceedings of the Second Workshop on Trolling, Aggression and Cyberbullying, pages 83–86, Marseille, France. European Language Resources Association (ELRA).
Cite (Informal):
LaSTUS/TALN at TRAC - 2020 Trolling, Aggression and Cyberbullying (Mut Altın et al., TRAC 2020)
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PDF:
https://aclanthology.org/2020.trac-1.13.pdf