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ANDES at SemEval-2020 Task 12: A jointly-trained BERT multilingual model for offensive language detection

2020-08-13 16:07:00
Juan Manuel Pérez, Aymé Arango, Franco Luque
arXiv_CL
           
Abstract

This paper describes our participation in SemEval-2020 Task 12: Multilingual Offensive Language Detection. We jointly-trained a single model by fine-tuning Multilingual BERT to tackle the task across all the proposed languages: English, Danish, Turkish, Greek and Arabic. Our single model had competitive results, with a performance close to top-performing systems in spite of sharing the same parameters across all languages. Zero-shot and few-shot experiments were also conducted to analyze the transference performance among these languages. We make our code public for further research

Abstract (translated)

URL

https://arxiv.org/abs/2008.06408

PDF

https://arxiv.org/pdf/2008.06408.pdf

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