Journal Article |
A survey on extremism analysis using natural language processing: definitions, literature review, trends and challenges
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Extremism has grown as a global problem for society in recent years, especially after the apparition of movements such as jihadism. This and other extremist groups have taken advantage of different approaches, such as the use of Social Media, to spread their ideology, promote their acts and recruit followers. The extremist discourse, therefore, is reflected on the language used by these groups. Natural language processing (NLP) provides a way of detecting this type of content, and several authors make use of it to describe and discriminate the discourse held by these groups, with the final objective of detecting and preventing its spread. Following this approach, this survey aims to review the contributions of NLP to the field of extremism research, providing the reader with a comprehensive picture of the state of the art of this research area. The content includes a first conceptualization of the term extremism, the elements that compose an extremist discourse and the differences with other terms. After that, a review description and comparison of the frequently used NLP techniques is presented, including how they were applied, the insights they provided, the most frequently used NLP software tools, descriptive and classification applications, and the availability of datasets and data sources for research. Finally, research questions are approached and answered with highlights from the review, while future trends, challenges and directions derived from these highlights are suggested towards stimulating further research in this exciting research area.
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2022 |
Torregrosa, J., Bello-Orgaz, G., Martínez-Cámara, E., Ser, J.D. and Camacho, D. |
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Report |
Manipulating Access To Communication Technology: Government Repression or Counterterrorism?
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This report offers a preliminary analysis of the effectiveness of network disruptions in achieving one specific outcome: tackling terrorist violence. It analyses the relationship between network disruptions and deaths and injuries from terrorist attacks to determine whether there is support for the commonly made argument that network disruptions are an important counterterrorism tactic. Using a panel dataset of daily incidents of national-level network disruptions and terrorist attacks globally between 2016 and 2019, a fixed effects regression model shows that national-level network disruptions are not correlated with the number of people killed or injured in terrorist attacks. In addition, there is no correlation between a ban on social media platforms – specifically Facebook, Twitter and WhatsApp – and deaths or injuries from terrorist violence. This analysis has some limitations that make it difficult to make a causal claim, such as the non-random assignment of the treatment (that is, network disruptions) and the absence of a control variable to capture increased security around network disruptions. In general, these findings offer another perspective on the debate on network shutdowns, which often centres on the implications of shutdowns for human rights and democratic engagement and does not typically delve into empirical evidence on what network shutdowns can or cannot accomplish.
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2022 |
Mustafa, F. |
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Journal Article |
Regulating terrorist content on social media: automation and the rule of law
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Social-media companies make extensive use of artificial intelligence in their efforts to remove and block terrorist content from their platforms. This paper begins by arguing that, since such efforts amount to an attempt to channel human conduct, they should be regarded as a form of regulation that is subject to rule-of-law principles. The paper then discusses three sets of rule-of-law issues. The first set concerns enforceability. Here, the paper highlights the displacement effects that have resulted from the automated removal and blocking of terrorist content and argues that regard must be had to the whole social-media ecology, as well as to jihadist groups other than the so-called Islamic State and other forms of violent extremism. Since rule by law is only a necessary, and not a sufficient, condition for compliance with rule-of-law values, the paper then goes on to examine two further sets of issues: the clarity with which social-media companies define terrorist content and the adequacy of the processes by which a user may appeal against an account suspension or the blocking or removal of content. The paper concludes by identifying a range of research questions that emerge from the discussion and that together form a promising and timely research agenda to which legal scholarship has much to contribute.
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2019 |
Macdonald, S., Correia, S.G. and Watkin, A.L. |
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Journal Article |
How does language influence the radicalisation process? A systematic review of research exploring online extremist communication and discussion
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Contemporary research has highlighted the steady rise of individuals becoming radicalised via exposure to extremist discussion on the internet, with the ease of communication with other users that the internet provides playing a major role in the radicalisation process of these individuals. The aim of the present systematic review was to explore recent research into the utilisation of language in extremist cyberspaces and how it may influence the radicalisation process. The findings suggest that there are five prominent linguistical behaviours adopted by extremists online: Algorithmic, Conflict, Hate, Positive, and Recruitment. The results demonstrate that the main purpose of extremist language online is to shape the perceptions of users to see their associated group in positive regard, while simultaneously negatively framing outgroup opposition. This is then followed by encouraging conflict against the promoted ideologies’ perceived enemies. Limitations, future research, and implications are discussed in detail.
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2022 |
Williams, T.J.V. and Tzani, C. |
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Journal Article |
Cannibalizing the Constitution: On Terrorism, the Second Amendment, and the Threat to Civil Liberties
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This article explores the links between internet radicalization, access to weapons, and the current threat from terrorists who have been radicalized online. The prevalence of domestic terrorism, domestic hate groups, and online incitement and radicalization have led to considerable focus on the tension between counterterror efforts and the First Amendment. Many scholars recommend rethinking the extent of First Amendment protection, as well as Fourth, Fifth, and Sixth Amendment protections, and some judges appear to be listening. Yet the Second Amendment has avoided this consideration, despite the fact that easy access to weapons is a necessary ingredient for the level of threat posed by online incitement. This article clarifies the way these civil liberties interact to create the threat, suggesting that pro-democracy rights such as protections on speech and privacy should not bear all the burden of compromise for the sake of protection from terrorism.
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2022 |
LaGuardia, F. |
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Chapter |
Digitalization and Political Extremism
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Information and communication technologies shape, direct, and deter political behaviour and institutions as the increase in internet usage regulate our daily lives. The advance of internet and digital media also shape political involvement, partisanship, and ideology. Internet, as the new media, is an important information source that shapes political behaviour along with other effects on societal layers. The new technologies provide a platform for the voices of minorities and disadvantaged communities, therefore urging a pluralist agenda. They are also blamed for the recent rise of populism and polarisation by creating echo-chambers, filter-bubbles, and the “fake news.” In this study, the authors analyse the possible effects of internet usage on political polarisation and ideological extremism by utilising World Values Survey Wave 7 Data for 40 countries. The findings show that internet usage and education level decrease extremism, while safety, work anxiety, and religiosity drive people to the extreme.
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2022 |
Karacuka, M., Inke, H. and Haucap, J. |
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