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3 months ago

BERT of all trades, master of some

{Denis Gordeev Olga Lykova}

BERT of all trades, master of some

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

BenchmarkMethodologyMetrics
text-classification-on-trac2-benghali-task-2BERT
F1: 0.929702403
text-classification-on-trac2-english-task2BERT
F1: 0.871585052

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BERT of all trades, master of some | Papers | HyperAI