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{Denis Gordeev Olga Lykova}

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.
Benchmarks
| Benchmark | Methodology | Metrics |
|---|---|---|
| text-classification-on-trac2-benghali-task-2 | BERT | F1: 0.929702403 |
| text-classification-on-trac2-english-task2 | BERT | F1: 0.871585052 |
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