{"title":"谨慎行事:论计算语言学在威胁评估中的应用","authors":"Isabelle van der Vegt, Bennett Kleinberg, P. Gill","doi":"10.1080/18335330.2023.2165137","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":37849,"journal":{"name":"Journal of Policing, Intelligence and Counter Terrorism","volume":"18 1","pages":"231 - 239"},"PeriodicalIF":0.0000,"publicationDate":"2023-01-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Proceed with caution: on the use of computational linguistics in threat assessment\",\"authors\":\"Isabelle van der Vegt, Bennett Kleinberg, P. Gill\",\"doi\":\"10.1080/18335330.2023.2165137\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"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.\",\"PeriodicalId\":37849,\"journal\":{\"name\":\"Journal of Policing, Intelligence and Counter Terrorism\",\"volume\":\"18 1\",\"pages\":\"231 - 239\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-01-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Policing, Intelligence and Counter Terrorism\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1080/18335330.2023.2165137\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"Social Sciences\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Policing, Intelligence and Counter Terrorism","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1080/18335330.2023.2165137","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Social Sciences","Score":null,"Total":0}
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.
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.