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Detecting Hate Speech within the Terrorist Argument: A Greek Case

机译:检测恐怖主义论点中的仇恨言论:希腊案例

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This paper presents a methodology for automatically detecting the presence of hate speech within the terrorist argument. Hate speech can be used by a terrorist group as a means of judging possible targets' guilt and deciding on their punishment, as well as a means of making people to accept acts of terror or even as propaganda for possibly attracting new members. In this paper, we examine both ideology expressed and practices employed by the Revolutionary Organization 17 November (hereafter 17N) that operated in Greece between the years of 1975 and 2002. Within this line of thought, we will focus on the ideological justification, ethical standing and deployment of the terrorist operations as presented in the communiques published by 17N, emphasizing on the use of hate speech as a means of justifying their choices and actions, as well as a way of reaching out to Greek people. To decide on how the automatic classification will be performed, we experimented with different text analyzing techniques such as critical discourse and content analysis and based on the preliminary results of these techniques a classification algorithm is proposed that can classify the communiques in three categories depending on the presence of bate speech. The methodology was tested over the existing dataset with all the communiques and the corresponding results are discussed.
机译:本文提出了一种自动检测恐怖论证中仇恨言论存在的方法。仇恨言论可以被恐怖主义群体用作评判可能的目标的内疚和决定他们的惩罚,以及让人们接受恐怖行为的手段,甚至可能吸引新成员。在本文中,我们研究了革命组织17年11月17日(以后17N)在1975年和2002年之间运营的革命组织(以下17N)所雇用的两种意识形态和实践。在这一思想中,我们将专注于思想理由,道德地位并在17N发表的公报中提出的恐怖主义行动部署,强调使用仇恨言论作为证明他们的选择和行动的手段,以及达到希腊人的方式。要确定如何执行自动分类,我们尝试了不同的文本分析技术,如关键话语和内容分析,并基于这些技术的初步结果,提出了分类算法,其可以根据其中分类三类分类Bate演讲的存在。通过所有通信和相应的数据集测试方法,并讨论了相应的结果。

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