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IIITG-ADBU@HASOC-Dravidian-CodeMix-FIRE2020: Offensive Content Detection in Code-Mixed Dravidian Text

2021-07-29 21:23:17
Arup Baruah, Kaushik Amar Das, Ferdous Ahmed Barbhuiya, Kuntal Dey
arXiv_CL
     
Abstract

This paper presents the results obtained by our SVM and XLM-RoBERTa based classifiers in the shared task Dravidian-CodeMix-HASOC 2020. The SVM classifier trained using TF-IDF features of character and word n-grams performed the best on the code-mixed Malayalam text. It obtained a weighted F1 score of 0.95 (1st Rank) and 0.76 (3rd Rank) on the YouTube and Twitter dataset respectively. The XLM-RoBERTa based classifier performed the best on the code-mixed Tamil text. It obtained a weighted F1 score of 0.87 (3rd Rank) on the code-mixed Tamil Twitter dataset.

Abstract (translated)

URL

https://arxiv.org/abs/2107.14336

PDF

https://arxiv.org/pdf/2107.14336.pdf

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