Article published In:
Journal of Language Aggression and ConflictVol. 7:2 (2019) ► pp.240–268
Online hatred of women in the Incels.me forum
Linguistic analysis and automatic detection
This paper presents a study of the (now suspended) online discussion forum Incels.me and its users, involuntary celibates or incels, a virtual community of isolated men without a sexual life, who see women as the cause of their problems and often use the forum for misogynistic hate speech and other forms of incitement. Involuntary celibates have attracted media attention and concern, after a killing spree in April 2018 in Toronto, Canada. The aim of this study is to shed light on the group dynamics of the incel community, by applying mixed-methods quantitative and qualitative approaches to analyze how the users of the forum create in-group identity and how they construct major out-groups, particularly women. We investigate the vernacular used by incels, apply automatic profiling techniques to determine who they are, discuss the hate speech posted in the forum, and propose a Deep Learning system that is able to detect instances of misogyny, homophobia, and racism, with approximately 95% accuracy.
Keywords: misogyny, hate speech, social media, forensic linguistics, text analytics, text profiling
Article outline
- 1.Introduction
- 2.State-of-the-art
- 3.Methods and materials
- 3.1Aim of the study and research questions
- 3.2Materials
- 3.3Methods
- 4.Text analysis
- 4.1Quantitative analysis
- 4.1.1Keyword analysis
- 4.1.1.1Keywords top 10
- 4.1.1.2Keywords top 100
- 4.1.1.3Keywords top 1,000
- 4.1.1.4Keywords top 2,000
- 4.1.2Word combinations
- 4.1.3Hate speech
- 4.1.1Keyword analysis
- 4.2Qualitative analysis
- 4.2.1Homophobia
- 4.2.2Racism
- 4.2.3Misogyny
- 4.2.4Anti-feminism
- 4.1Quantitative analysis
- 5.Text profiling
- 5.1Quantitative Analysis
- Sentiment Analysis
- Demographic Profiling
- 5.1.1Psychological profiling
- 5.2Qualitative analysis
- 5.2.1Demographic profiling
- Gender
- Age
- Race
- 5.2.2Physical profiling
- 5.2.3Psychological profiling
- Isolation
- Inhibition
- Negativity
- Neglect
- 5.2.4Profile summary
- 5.2.1Demographic profiling
- 5.1Quantitative Analysis
- 6.Relation to violent extremism
- 6.1Group dynamics
- 6.1.1Incitement to violence
- 6.1.2Threatening
- 6.1.3Automatic detection
- 6.1Group dynamics
- 7.Conclusion
- Acknowledgements
- Notes
-
References
References
Argamon, Shlomo, Moshe Koppel, James W. Pennebaker, and Jonathan Schler
2009 “Automatically Profiling the Author of an Anonymous Text.” Communications of the ACM 52(2):119–23. 
Berger, J. M.
2017 “Extremist Construction of Identity: How Escalating Demands for Legitimacy Shape and Define In-Group and Out-Group Dynamics.” ICCT Research Paper. [URL].
Blommaert, Jan
2017 “Online-offline Modes of Identity and Community: Elliot Rodger’s Twisted World of Masculine Victimhood.” Tilburg Papers in Culture Studies 2001. [URL]
Bou-Franch, Patricia, and Pilar Garcés-Conejos Blitvich
2016 “Gender Ideology and Social Identity Processes in Online Language Aggression against Women.” In Exploring Language Aggression against Women, edited by Patricia Bou-Franch, 59–81. Amsterdam/Philadelphia: John Benjamins.
Brennan, Michael, Zadia Afroz, and Rachel Greenstadt
2012 “Adversarial Stylometry: Circumventing Authorship Recognition to Preserve Privacy and Anonymity.” ACM Transactions on Information and System Security 15(3): Art. 12.
Brown, Alexander
2017 “What is Hate Speech? Part 1: The Myth of Hate.” Law and Philosophy 361: 419–468.
Brown, Rachel
Brown, Rupert, and Hanna Zagefka
2005 “Ingroup Affiliations and Prejudice.” In On the Nature of Prejudice, edited by John F. Dovidio, Peter Glick, and Laurie A. Rudman, 54–70. Maldon, MA, etc.: Blackwell.
Chollet, François
Colleoni, Elanor, Alessandro Rozza, and Adam Arvidsson
2014 “Echo Chamber or Public Sphere? Predicting Political Orientation and Measuring Political Homophily in Twitter Using Big Data.” Journal of Communication 64(2):317–32.
Collins, Michael
2002 “Discriminative training methods for hidden markov models: Theory and experiments with perceptron algorithms.” Proceedings of the ACL-02 Conference on Empirical Methods in Natural Language Processing 101: 1–8.
De Smedt, Tom, and Walter Daelemans
De Smedt, Tom, Guy De Pauw, and Pieter Van Ostaeyen
2018 “Automatic Detection of Online Jihadist Hate Speech.” CLiPS Technical Report Series 71: 1–30. [URL]
Dholakia, Utpal M., and Richard P. Bagozzi
2004 “Motivational Antecedents, Constituents and Consequents of Virtual Community Identity.” In Virtual and Collaborative Teams: Process, Technologies, and Practice, edited by Susan H. Godar and Sharmila P. Ferris, 252–67. Hershey/London: Idea Group Publishing.
DiMauro, Dina
2008 “Reluctant Virginity: The Relationship between Sexual Status and Self-esteem.” Theses and Dissertations 7171. [URL]
Donnelly, Denise, Elisabeth Burgess, Sally Anderson, Regina Davis, and Joy Dillard
2001 “Involuntary Celibacy: A Life Course Analysis.” The Journal of Sex Research 38(2):159–69.
Douglas, Karen M.
2009 “Psychology, Discrimination and Hate Groups Online.” In The Oxford Handbook of Internet Psychology, edited by Adam N. Joinson, Katelyn Y. A. McKenna, Tom Postmes, and Ulf-Dietrich Reips, 155–63. Oxford/New York: Oxford University Press.
Gilmore, David D.
2001 Misogyny: The Male Malady. Philadelphia: University of Pennsylvania Press.
Ging, Debbie
2017 “Alphas, Betas, and Incels: Theorizing the Masculinities of the Manosphere.” Men and Masculinities.
Haines, Russel, Jill Hough, Lan Cao, and Douglas Haines
2014 “Anonymity in Computer-mediated Communication: More Contrarian Ideas with Less Influence.” Group Decision and Negotiation 23(4):765–86.
Hamm, Mark S., and Ramón F. J. Spaij
2017 The Age of Lone Wolf Terrorism. New York/Chichester: Columbia University Press.
Haythornthwaite, Caroline
2009 “Social Networks and Online Community.” In The Oxford Handbook of Internet Psychology, edited by Adam N. Joinson, Katelyn Y. A. McKenna, Tom Postmes, and Ulf-Dietrich Reips, 121–137. Oxford/New York: Oxford University Press.
Jane, Emma A.
2014a “Back to the Kitchen, cunt”: Speaking the Unspeakable about Online Misogyny. Continuum: Journal of Media and Cultural Studies 28(4):558–70.
2014b “ ‘You’re a Ugly, Whorish, Slut’. Understanding E-bile.” Feminist Media Studies 14(4):431–46.
2017 “Systemic Misogyny Exposed: Translating Rapeglish from the Manosphere with a Random Rape Threat Generator.” International Journal of Cultural Studies 21(6):661–80.
Kämper, Andreas
2011 [r]echte Kerle. Zur Kumpanei der MännerRECHTSbewegung. Münster: UNRAST.
Kim, Yoon
Kleinke, Sonja, and Birte Bös
2015 “Intergroup Rudeness and the Metapragmatics of its Negotiation in Online Discussion Fora.” Pragmatics 25(1):47–71.
Langman, Peter
Larkin, Ralph W.
2018 “Learning to be a Rampage Shooter: The Case of Elliot Rodger.” In The Wiley Handbook on Violence in Education: Forms, Factors, and Preventions, edited by Harvey Shapiro, 69–84. Hoboken, NJ: Wiley & Sons.
Liu, Bing
2012 Sentiment Analysis and Opinion Mining. San Rafael, CA: Morgan & Claypool.
Mantilla, Karla
ed. 2015 Gendertrolling: How Misogyny Went Viral. Santa Barbara, CA: Praeger Press.
Marx, Konstanze
Musolff, Andreas
2012 “The Study of Metaphor as Part of Critical Discourse Analysis.” Critical Discourse Studies 9(3):301–10.
Newman, Matthew L., Carla J. Groom, Lori D. Handelman, and James W. Pennebaker
2008 “Gender Differences in Language Use: An Analysis of 14,000 Text Samples.” Discourse Processes 451: 211–36.
Neuman, Yair, Dan Assaf, Yochai Cohen, and James L. Knoll
2015 “Profiling School Shooters: Automatic Text-based Analysis.” Frontiers in Psychiatry 61: Art. 86.
Nockleby, John T.
2000 “Hate Speech.” In Encyclopedia of the American Constitution. Vol. 31, 2nd ed., edited by Leonard W. Levy and Kenneth L. Karst, 1277–1279. Detroit: Macmillan Reference US.
Pennebaker, James W.
2011 The Secret Life of Pronouns. What our Words Say about us. New York: Bloomsbury.
Pennebaker, James W., Martha E. Francis, and Roger J. Booth
2001 Linguistic Inquiry and Word Count: LIWC 2001. Mahwah, NJ: Lawrence Erlbaum Associates.
Plummer, Ken
2005 “Male Sexualities.” In Handbook of Studies on Men & Masculinities, edited by Michael S. Kimmel, Jeff Hearn, and R. W. Connell, 178–195. Thousand Oaks/London/New Delhi: Sage.
Rego, Richard
2018 “Changing Forms and Platforms of Misogyny: Sexual Harassment of Women Journalists on Twitter.” Media Watch 9(3):472–485.
Salter, Anastasia, and Bridget Blodgett
2012 “Hypermasculinity & Dickwolves: The Contentious Role of Women in the New Gaming Public.” Journal of Broadcasting & Electronic Media 56(3):401–16.
Schmidt, Anna, and Michael Wiegand
2017 “A Survey on Hate Speech Detection Using Natural Language Processing.” Proceedings of the Fifth Workshop on Natural Language Processing for Social Media: 1–10.
Suler, John
2004 “The Online Disinhibition Effect.” CyberPsychology & Behavior 7(3):321–6.
Turnage, Anna K.
2007 “Email Flaming Behaviors and Organizational Conflict.” Computer-Mediated Communication 13(1):43–59.
Van Valkenburgh, Shawn P.
2018 “Digesting the Red Pill: Masculinity and Neoliberalism in the Manosphere.” Men and Masculinities.
Waltman, Michael, and John Haas
2011 The Communication of Hate. New York: Peter Lang.
Zimmerman, Shannon, Luisa Ryan, and David Duriesmith
2018 “Recognizing the Violent Extremist Ideology of ‘Incels’.” Women in International Security policybrief 09/2018: 1–5. [URL]
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Androutsopoulos, Jannis
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2023. The ‘tarrant effect’: what impact did far-right attacks have on the 8chan forum?. Behavioral Sciences of Terrorism and Political Aggression 15:1 ► pp. 1 ff.
Baselice, Kathryn
2023. Incels. In Encyclopedia of Sexual Psychology and Behavior, ► pp. 1 ff.
Becksmann, Jakob
2021. Zum Zusammenhang von männlicher Sexualität und Misogynie innerhalb der INCEL-Community. GENDER – Zeitschrift für Geschlecht, Kultur und Gesellschaft 13:3 ► pp. 89 ff.
Beran, Ondřej
2021. To Each Incel According to His Needs?. SATS 22:2 ► pp. 191 ff.
Bogetić, Ksenija
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Bogetić, Ksenija, Frazer Heritage, Veronika Koller & Mark McGlashan
Bosson, Jennifer K., Gregory J. Rousis & Roxanne N. Felig
2022. Curvilinear Sexism and Its Links to Men’s Perceived Mate Value. Personality and Social Psychology Bulletin 48:4 ► pp. 516 ff.
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2023. Incels, violence and mental disorder: a narrative review with recommendations for best practice in risk assessment and clinical intervention. BJPsych Advances 29:4 ► pp. 254 ff.
Carian, Emily
2022. “No Seat at the Party”: Mobilizing White Masculinity in the Men’s Rights Movement. Sociological Focus 55:1 ► pp. 27 ff.
Chan, Esli
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Chang, Winnie
2022. The monstrous-feminine in the incel imagination: Investigating the representation of women as “femoids” on /r/Braincels. Feminist Media Studies 22:2 ► pp. 254 ff.
Costello, William, Vania Rolon, Andrew G. Thomas & David Schmitt
2022. Levels of Well-Being Among Men Who Are Incel (Involuntarily Celibate). Evolutionary Psychological Science 8:4 ► pp. 375 ff.
Costello, William, Vania Rolon, Andrew G. Thomas & David P. Schmitt
2023. The Mating Psychology of Incels (Involuntary Celibates): Misfortunes, Misperceptions, and Misrepresentations. The Journal of Sex Research ► pp. 1 ff.
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Daly, Sarah E. & Annie Laurie Nichols
2023. ‘Incels are shit-post kings’: incels’ perceptions of online forum content. Journal of Crime and Justice ► pp. 1 ff.
DeCook, Julia R. & Megan Kelly
2022. Interrogating the “incel menace”: assessing the threat of male supremacy in terrorism studies. Critical Studies on Terrorism 15:3 ► pp. 706 ff.
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Dynel, Marta
2020. Vigilante disparaging humour at r/IncelTears: Humour as critique of incel ideology. Language & Communication 74 ► pp. 1 ff.
Dynel, Marta & Fabio I. M. Poppi
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2022. From Chads to Blackpills, a Discursive Analysis of the Incel’s Gendered Spectrum of Political Agency. Deviant Behavior 43:11 ► pp. 1406 ff.
Gill, Paul, Zoe Marchment, Sanaz Zolghadriha, Nadine Salman, Bettina Rottweiler, Caitlin Clemmow & Isabelle Van Der Vegt
2020. Advances in Violent Extremist Risk Analysis. In Radicalization and Counter-Radicalization [Sociology of Crime, Law and Deviance, ], ► pp. 55 ff.
Green, Robert, Kurt Fowler & Allan Palombi
2023. The Black pill pipeline: A process-tracing analysis of the Incel’s continuum of violent radicalization. Sexualities ► pp. 136346072311695 ff.
Grunau, Karolin, Helena E. Bieselt, Pelin Gul & Tom R. Kupfer
2022. Unwanted celibacy is associated with misogynistic attitudes even after controlling for personality. Personality and Individual Differences 199 ► pp. 111860 ff.
Habib, Hussam, Padmini Srinivasan & Rishab Nithyanand
2022. Making a Radical Misogynist. Proceedings of the ACM on Human-Computer Interaction 6:CSCW2 ► pp. 1 ff.
Hajarian, Mohammad & Zahra Khanbabaloo
2021. 2021 7th International Conference on Web Research (ICWR), ► pp. 169 ff.
Halpin, Michael, Norann Richard, Kayla Preston, Meghan Gosse & Finlay Maguire
2023. Men who hate women: The misogyny of involuntarily celibate men. New Media & Society ► pp. 146144482311767 ff.
Han, Xiaoting & Chenjun Yin
2023. Mapping the manosphere. Categorization of reactionary masculinity discourses in digital environment. Feminist Media Studies 23:5 ► pp. 1923 ff.
Helm, Brenna, Ryan Scrivens, Thomas J. Holt, Steve Chermak & Richard Frank
2022. Examining incel subculture on Reddit. Journal of Crime and Justice ► pp. 1 ff.
Heritage, Frazer & Veronika Koller
Horten, Barbara & Marleen Orth
2022. Kriminologischer Beitrag. Forensische Psychiatrie, Psychologie, Kriminologie 16:4 ► pp. 355 ff.
Iveson, Mandie & Federica Formato
2022. Men of today, soyboys of tomorrow: Constructions of masculinities in YouTube responses to Gillette’s The Best Men Can Be. Discourse, Context & Media 49 ► pp. 100628 ff.
Jaki, Sylvia
2023. Hate Speech in sozialen Medien: Ein Forschungsüberblick aus Sicht der Sprachwissenschaft. In Digitale Hate Speech, ► pp. 15 ff.
Jones, Callum, Verity Trott & Scott Wright
2020. Sluts and soyboys: MGTOW and the production of misogynistic online harassment. New Media & Society 22:10 ► pp. 1903 ff.
Kerr, Selina E.M.
2021. Misogynistic Males. In Mitigating Mass Violence and Managing Threats in Contemporary Society [Advances in Psychology, Mental Health, and Behavioral Studies, ], ► pp. 321 ff.
Kerr, Selina E.M.
2022. Misogynistic Males. In Research Anthology on Modern Violence and Its Impact on Society, ► pp. 954 ff.
Lankford, Adam & Jason R. Silva
2022. Sexually Frustrated Mass Shooters: A Study of Perpetrators, Profiles, Behaviors, and Victims. Homicide Studies ► pp. 108876792211069 ff.
Lindner, Miriam
2023. The Sense in Senseless Violence: Male Reproductive Strategy and the Modern Sexual Marketplace as Contributors to Violent Extremism. Adaptive Human Behavior and Physiology 9:3 ► pp. 217 ff.
Menzie, Lauren
2022. Stacys, Beckys, and Chads: the construction of femininity and hegemonic masculinity within incel rhetoric. Psychology & Sexuality 13:1 ► pp. 69 ff.
Modha, Sandip, Prasenjit Majumder, Thomas Mandl & Chintak Mandalia
2020. Detecting and visualizing hate speech in social media: A cyber Watchdog for surveillance. Expert Systems with Applications 161 ► pp. 113725 ff.
Modha, Sandip, Prasenjit Majumder & Thomas Mandl
2022. An empirical evaluation of text representation schemes to filter the social media stream. Journal of Experimental & Theoretical Artificial Intelligence 34:3 ► pp. 499 ff.
Mussiraliyeva, Shynar, Milana Bolatbek, Batyrkhan Omarov, Zhanar Medetbek, Gulshat Baispay & Ruslan Ospanov
2020. 2020 21st International Arab Conference on Information Technology (ACIT), ► pp. 1 ff.
O'Donnell, Catharina & Eran Shor
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Pfundmair, Michaela, Natasha R. Wood, Andrew Hales & Eric D. Wesselmann
2022. How social exclusion makes radicalism flourish: A review of empirical evidence. Journal of Social Issues
Prażmo, Ewelina
2020.
Foids are worse than animals. A cognitive linguistics analysis of dehumanizing metaphors in online discourse. Topics in Linguistics 21:2 ► pp. 16 ff.
Prażmo, Ewelina
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Proust, Valentina & Magdalena Saldaña
2022. “What a Nasty Girl!” Incivility and gendered symbolic violence in news discussions. Feminist Media Studies ► pp. 1 ff.
Prøitz, Lin, Fredrik Langeland, Kamilla Knutsen Steinnes & Henry Mainsah
2022. Hybride maskuliniteter og hatideologi på nett:. Norsk medietidsskrift 29:2 ► pp. 1 ff.
Rajesh, E., Shajahan Basheer, Rajesh Kumar Dhanaraj, Soni Yadav, Seifedine Kadry, Muhammad Attique Khan, Ye Jin Kim & Jae-Hyuk Cha
2022. Machine Learning for Online Automatic Prediction of Common Disease Attributes Using Never-Ending Image Learner. Diagnostics 13:1 ► pp. 95 ff.
Rousis, Gregory J., Francois Alexi Martel, Jennifer K. Bosson & William B. Swann
2023. Behind the Blackpill: Self-Verification and Identity Fusion Predict Endorsement of Violence Against Women Among Self-Identified Incels. Personality and Social Psychology Bulletin ► pp. 014616722311664 ff.
Sabry, Sana Sabah, Tosin Adewumi, Nosheen Abid, Gyorgy Kovacs, Foteini Liwicki & Marcus Liwicki
2022. 2022 International Joint Conference on Neural Networks (IJCNN), ► pp. 1 ff.
Sang, Yisi & Jeffrey Stanton
2020. International Conference on Social Media and Society, ► pp. 5 ff.
Saragoza, Philip A., Stephen G. White & Victor Hong
2021. Threat Assessment on College Campuses. In College Psychiatry [Psychiatry Update, 1], ► pp. 123 ff.
Schwartz, Martin D.
2021. Masculinities, Sport, and Violence Against Women: The Contribution of Male Peer Support Theory. Violence Against Women 27:5 ► pp. 688 ff.
Sear, Rebecca
2021. The male breadwinner nuclear family is not the ‘traditional’ human family, and promotion of this myth may have adverse health consequences. Philosophical Transactions of the Royal Society B: Biological Sciences 376:1827
Setty, Emily
2023. Young people and sexual consent: contextualising ‘miscommunication’ amid ‘grey areas’ of ambiguity and ambivalence. Sex Education ► pp. 1 ff.
Solea, Anda Iulia & Lisa Sugiura
2023. Mainstreaming the Blackpill: Understanding the Incel Community on TikTok. European Journal on Criminal Policy and Research 29:3 ► pp. 311 ff.
Sparks, Brandon, Alexandra M. Zidenberg & Mark E. Olver
2022. Involuntary Celibacy: A Review of Incel Ideology and Experiences with Dating, Rejection, and Associated Mental Health and Emotional Sequelae. Current Psychiatry Reports 24:12 ► pp. 731 ff.
Sparks, Brandon, Alexandra M. Zidenberg & Mark E. Olver
2023. One is the loneliest number: Involuntary celibacy (incel), mental health, and loneliness. Current Psychology
Sparks, Brandon, Alexandra M. Zidenberg & Mark E. Olver
2023. An Exploratory Study of Incels’ Dating App Experiences, Mental Health, and Relational Well-Being. The Journal of Sex Research ► pp. 1 ff.
Stijelja, Stefan & Brian L. Mishara
2023. Psychosocial Characteristics of Involuntary Celibates (Incels): A Review of Empirical Research and Assessment of the Potential Implications of Research on Adult Virginity and Late Sexual Onset. Sexuality & Culture 27:2 ► pp. 715 ff.
Sugiura, Lisa
2021. ‘Women Get Away with the Consequences of Their Actions with a Pussy Pass’: Incel’s Justifications for Misogyny. In The Palgrave Handbook of Gendered Violence and Technology, ► pp. 355 ff.
Tastenhoye, Camille A., Juliette Dupré, Nina E. Ross, Tanya V. Bodnar & Susan Hatters Friedman
2023. Incels: An Introduction for Mental Health Clinicians. Journal of Psychiatric Practice 29:5 ► pp. 384 ff.
Thorburn, Joshua, Anastasia Powell & Peter Chambers
2023. A world alone: Masculinities, humiliation and aggrieved entitlement on an incel forum. The British Journal of Criminology 63:1 ► pp. 238 ff.
Trott, Verity Anne
2022. ‘Gillette: The best a beta can get’: Networking hegemonic masculinity in the digital sphere. New Media & Society 24:6 ► pp. 1417 ff.
van der Vegt, Isabelle, Maximilian Mozes, Bennett Kleinberg & Paul Gill
2021. The Grievance Dictionary: Understanding threatening language use. Behavior Research Methods 53:5 ► pp. 2105 ff.
West, J. J
2023. Analyzing the Interaction Between Posting Behaviors on Incels.is and Violent Events Perpetrated by Members of the Community. Deviant Behavior ► pp. 1 ff.
Williams, D. J., Michael Arntfield, Kaleigh Schaal & Jolene Vincent
2021. Wanting sex and willing to kill: Examining demographic and cognitive characteristics of violent “involuntary celibates”. Behavioral Sciences & the Law 39:4 ► pp. 386 ff.
Witt, Taisto
2020. ‘If i cannot have it, i will do everything i can to destroy it.' the canonization of Elliot Rodger: ‘Incel’ masculinities, secular sainthood, and justifications of ideological violence. Social Identities 26:5 ► pp. 675 ff.
Zhou, Linda, Andrew Caines, Ildiko Pete & Alice Hutchings
2023. Automated hate speech detection and span extraction in underground hacking and extremist forums. Natural Language Engineering 29:5 ► pp. 1247 ff.
[no author supplied]
2021. References. In The Incel Rebellion: The Rise of the Manosphere and the Virtual War Against Women, ► pp. 129 ff.
This list is based on CrossRef data as of 28 november 2023. Please note that it may not be complete. Sources presented here have been supplied by the respective publishers. Any errors therein should be reported to them.