A New Corpus and Lexicon for Offensive Tamazight Language Detection

K. Abainia, Kenza Kara, Tassadit Hamouni
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引用次数: 3

Abstract

In this paper, we address the offensive language detection on Tamazight language, which is one of the under-resourced languages that are still in their infancy and lack of standard orthography. We are particularly interested in the Kabyle dialect, mainly spoken in some cities of northern Algeria (i.e. Tizi-ouzou and Bejaïa). We propose a new corpus of offensive Tamazight language (i.e. OTAM corpus) compiling 6.2k texts, as well as a new lexicon of offensive and abusive Tamazight words with 12.6k entries. We have evaluated several baseline classifiers of machine learning and deep learning, where the results showed that we could produce acceptable results without features engineering.
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一种新的攻击性塔马兹语检测语料库和词典
在本文中,我们研究了Tamazight语言的攻击性语言检测,Tamazight语言是一种资源不足的语言,仍处于起步阶段,缺乏标准的正字法。我们对卡比尔方言特别感兴趣,主要在阿尔及利亚北部的一些城市使用(如Tizi-ouzou和Bejaïa)。我们提出了一个新的Tamazight侮辱性语料库(即OTAM语料库),该语料库包含620万条文本,以及一个新的Tamazight侮辱性词汇库,包含12.6万条条目。我们已经评估了机器学习和深度学习的几个基线分类器,结果表明我们可以在没有特征工程的情况下产生可接受的结果。
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