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BERT of all trades, master of some

Proceedings of the Second Workshop on Trolling, Aggression and Cyberbullying

DOI:10.63317/2dy5yibc4oz3

Abstract

This paper describes our results for TRAC 2020 competition held together with the conference LREC 2020. Our team name was Ms8qQxMbnjJMgYcw. The competition consisted of 2 subtasks in 3 languages (Bengali, English and Hindi) where the participants’ task was to classify aggression in short texts from social media and decide whether it is gendered or not. We used a single BERT-based system with two outputs for all tasks simultaneously. Our model placed first in English and second in Bengali gendered text classification competition tasks with 0.87 and 0.93 in F1-score respectively.

Details

Paper ID
lrec2020-ws-trac-15
Pages
pp. 93-98
BibKey
gordeev-lykova-2020-bert
Editor
N/A
Publisher
European Language Resources Association (ELRA)
ISSN
N/A
ISBN
N/A
Workshop
Proceedings of the Second Workshop on Trolling, Aggression and Cyberbullying
Location
undefined, undefined
Date
11 May 2020 16 May 2020

Authors

  • DG

    Denis Gordeev

  • OL

    Olga Lykova

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