谨慎行事:论计算语言学在威胁评估中的应用

Isabelle van der Vegt, Bennett Kleinberg, P. Gill
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引用次数: 1

摘要

大规模的语言学分析越来越多地应用于极端主义、恐怖主义和其他暴力威胁的研究。与此同时,从事反恐和安全领域工作的从业者面临着大规模的语言数据,并可能从计算方法中受益。本文强调了将计算语言学应用于威胁评估领域的挑战和机遇。确定了四个当前问题,即(1)数据问题,(2)预测暴力的乌托邦,(3)基本比率谬论,以及(4)封闭来源工具的危险。这些挑战被转化为政策制定者和从业者应该提出的问题清单,他们(打算)使用利用计算语言学进行威胁评估的工具。“VISOR-P”检查表可用于评估这些工具的有效性、指标、科学质量、开放性、相关性和绩效。最后,对进一步发展计算语言威胁评估领域提出了一些建议。
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Proceed with caution: on the use of computational linguistics in threat assessment
ABSTRACT Large-scale linguistic analyses are increasingly applied to the study of extremism, terrorism, and other threats of violence. At the same time, practitioners working in the field of counterterrorism and security are confronted with large-scale linguistic data, and may benefit from computational methods. This article highlights the challenges and opportunities associated with applying computational linguistics in the domain of threat assessment. Four current issues are identified, namely (1) the data problem, (2) the utopia of predicting violence, (3) the base rate fallacy, and (4) the danger of closed-sourced tools. These challenges are translated into a checklist of questions that should be asked by policymakers and practitioners who (intend to) make use of tools that leverage computational linguistics for threat assessment. The ‘VISOR-P’ checklist can be used to evaluate such tools through their Validity, Indicators, Scientific Quality, Openness, Relevance and Performance. Finally, some suggestions are outlined for the furtherance of the computational linguistic threat assessment field.
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来源期刊
CiteScore
2.00
自引率
0.00%
发文量
19
期刊介绍: The Journal of Policing, Intelligence and Counter Terrorism (JPICT) is an international peer reviewed scholarly journal that acts as a forum for those around the world undertaking high quality research and practice in the areas of: Policing studies, Intelligence studies, Terrorism and counter terrorism studies; Cyber-policing, intelligence and terrorism. The Journal offers national, regional and international perspectives on current areas of scholarly and applied debate within these fields, while addressing the practical and theoretical issues and considerations that surround them. It aims to balance the discussion of practical realities with debates and research on relevant and significant theoretical issues. The Journal has the following major aims: To publish cutting-edge and contemporary research articles, reports and reviews on relevant topics; To publish articles that explore the interface between the areas of policing, intelligence and terrorism studies; To act as an international forum for exchange and discussion; To illustrate the nexus between theory and its practical applications and vice versa.
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