Analogical reasoning in uncovering the meaning of digital-technology terms: the case of backdoor


  • Inna V. Skrynnikova Volgograd State University



analogical reasoning, figurative language, conceptual metaphor, metaphor corpus, contested concepts, cyber security, backdoor


The paper substantiates the critical role of analogical reasoning and figurative languge in resolving the ambiguity of cybersecurity terms in various expert communities. Dwelling on the divergent interpretations of a backdoor, it uncovers the potential of metaphor to serve both as an interpretative mechanism and as a framing tool in the ongoing digital technologies discourse. By combining methods of corpus research and frame semantics analysis the study examines the challenges of unpacking the meaning of the contested concept of the backdoor. The paper proposes a qualitatively new metaphor-facilitated mode of interpreting cybersecurity vulnerabilities based on MetaNet deep semantic metaphor analysis and outlines the merits of this hierarchically organized metaphor and frames ontology. The utility of the method is demonstrated through analyzing corpus data and top-down extracting of metaphors (linguistic metaphor – conceptual metaphor – entailed metaphor – inferences) with subsequent identifying of metaphor families dominating the cybersecurity discourse. The paper further claims that the predominant metaphors prompt certain decisions and solutions affecting information security policies. 


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Betz, David and Stevens, Tim. 2013. "Analogical Reasoning and Cyber Security." Security Dialogue 44, No. 2: 147-164 (2013).

David, Oana and Matlock, Teenie. 2018. "Cross-linguistic automated detection of metaphors for poverty and cancer." Language and Cognition 10 (2018), 467-493. UK Cognitive Linguistics Association.

David, Oana. 2016. Metaphor in the grammar of argument realization. Unpublished doctoral dissertation, University of California, Berkeley.

David, Oana, Lakoff, George, and Stickles, Elise. 2016. "Cascades in metaphor and grammar: A case study of metaphors in the gun debate." Constructions and Frames. 8. 10.1075/cf.8.2.04dav.

Davies, Mark. 2013. "Corpus of Global Web-Based English: 1.9 billion words from speakers in 20 countries." Available at:

Davies, Mark. and Fuchs, Robert. 2015. "Expanding horizons in the study of World Englishes with the 1.9 billion word Global Web-based English Corpus (GloWbE)." English World-Wide 36(1), 1-28.

Deignan, Alice. 2005. Metaphor and corpus linguistics. Amsterdam/Philadelphia: John Benjamins.

Demjén, Zsófia, Semino, Elena, and Koller, Veronika. 2016. "Metaphors for 'good' and 'bad' deaths." Metaphor and the Social World 6(1), 1-19.

Dodge, Ellen. K., Hong, Jisup, and Stickles, Elise. 2015. "MetaNet: deep semantic automatic metaphor analysis." Proceedings of the Third Workshop on Metaphor in NLP, 40-49. Denver, Colorado, 5 June 2015. Association for Computational Linguistics.

Do Dinh, Erik-Lân and Gurevych, Iryna. 2016. "Token-level metaphor detection using neural networks." Proceedings of the Fourth Workshop on Metaphor in NLP (June), 28-33.

Dunn, Jonathan. 2013. "What metaphor identification systems can tell us about metaphor-inlanguage." Proceedings of the First Workshop on Metaphor in NLP, Atlanta Georgia, 13 June 2010, 1-10. Available at:

Fillmore, Charles J. and Atkins, Beryl. T. 1992. "Toward a frame-based lexicon: the semantics of RISK and its neighbors." In Frames, fields, and contrasts: new essays in semantic and lexical organization, edited by A. Lehrer and E. F. Kittay, 75-102. New York/London: Routledge.

Gedigian, M., Bryant, J., Narayanan, S., and Ciric, B. 2006. "Catching metaphors." Proceedings of the Third Workshop on Scalable Natural Language Understanding ScaNaLU 06 (June), 41-48.

Gill, Lex. 2018. "Law, Metaphor, and the Encrypted Machine." Osgoode Hall Law Journal 55.2: 440-477. Available at:

Gutiérrez, E. Dario, Shutova, Ekaterina, Marghetis, Tyler, and Bergen Benjamin. 2016. "Literal and metaphorical senses in compositional distributional semantic models." In Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, Berlin, Germany, August 7-12, 2016, 183-193.

Hallam-Baker, Phillip. 2008. dotCrime Manifesto: How to Stop Internet Crime. Addison-Wesley.

Jenner, Leontine. 2018. "Backdoor: how a metaphor turns into a weapon." Available at:

Krishnakumaran, Saisuresh and Zhu, Xiaojin. 2007. "Hunting elusive metaphors using lexical resources." In Proceedings of the Workshop on Computational Approaches to Figurative Language, 13-20. Association for Computational Linguistics.

Kupers, Wendelin M. 2013. "Embodied transformative metaphors and narratives in organisational lifeâ€worlds of change." Journal of Organizational Change Management, Vol. 26 Issue: 3, 494-528.

Lakoff, George. 1993. "The contemporary theory of metaphor". In Metaphor and thought, edited by A. Ortony, 202-251. New York, NY, US: Cambridge University Press.

Lakoff, George, and Johnson, Mark. 1980. Metaphors we live by. Chicago, IL: University of Chicago Press.

Landwehr, C., Bull, A. R., McDermott, J. P., and Choi, W. S. 1994. "A Taxonomy of Computer Program Security Flaws, with Examples." ACM Computing Surv., vol. 26, no. 3, 211-254.

Lederer, Jenny. (2013). "Assessing claims of metaphorical salience through corpus data." In Proceedings of the 37th Annual Meeting of the Cognitive Science Society, editored by D. C. Noelle, R. Dale, A. S. Warlaumont, J. Yoshimi, T. Matlock, C. D. Jennings and P. P. Maglio, 1255-1260. Austin, TX: Cognitive Science Society.

Lönneker, Birte. 2003. "Is there a way to represent metaphors in WordNets? Insights from the Hamburg Metaphor Database." Proceedings of the ACL 2003 Workshop on Lexicon and Figurative Language - Volume 14, 18-27.

Martin, James H. 2006. "A corpus-based analysis of context effects on metaphor comprehension." In Corpus-based approaches to metaphor and metonymy edited by S. T. Gries and A. Stefanowitsch, 214-236. Berlin: Mouton de Gruyter.

Martin, James H. 1994. "MetaBank: a knowledge-base of metaphoric language conventions." Computational Intelligence 10(2), 134-149.

Mason, Z. J. 2004. "CorMet: a computational, corpus-based conventional metaphor extraction system." Computational Linguistics 30(1), 23-44.

Philip, G. 2004. "Locating metaphor candidates in specialized corpora using raw frequency and keyword lists." In Metaphor in use: context, culture, and communication edited by F. MacArthur, J. L. Oncins-Martínez, M. Sánchez-García and A. M. Piquer-Píriz, 85-105.Amsterdam: John Benjamins.

Pragglejaz Group. 2007. "MIP: a method for identifying metaphorically used words in discourse." Metaphor and Symbol 22(1), 1-39.

Shutova, Ekaterina, Teufel, Simone, and Korhonen, Anna. 2012. "Statistical metaphor processing." Computational Linguistics 39(2), 301-353.

Shutova, Ekaterina and Sun, Lin. 2013. "Unsupervised metaphor identification using hierarchical graph factorization clustering." In Proceedings of NAACL-HLT 2013, Atlanta, Georgia, 9-14 June 2013, 978-988. Available at:

Skrynnikova, Inna, Astafurova, Tatiana, and Sytina, Nadezhda. 2017. "Power of metaphor: cultural narratives in political persuasion." Proceedings of the 7th International Scientific and Practical Conference "Current issues of linguistics and didactics: The interdisciplinary approach in humanities" (CILDIAH 2017).

Steen, Gerard J., Dorst, Aletta, Berenike, Herrmann J., Kaal, Anna A., Krennmayr, Tina, and Pasma, Trijntje. 2010. A method for linguistic metaphor identification: from MIP to MIPVU. Amsterdam: John Benjamins.

Steen, Gerard, J. 1999. "From linguistic to conceptual metaphor in five steps." In Metaphor in cognitive linguistics, edited by R. W. Gibbs and G. J. Steen (Eds.), 57-77. Amsterdam/Philadelphia: John Benjamins.

Stefanowitsch, Anatol, and Gries, Stefan Th., eds. 2006. Corpus based approaches to metaphor and metonymy. Berlin/New York: Mouton de Gruyter.

Stickles, Elise, David, Oana, Dodge, Ellen K., and Hong, Jisup. 2016. "Formalizing contemporary conceptual metaphor theory." Constructions and Frames 8(2), 166-213.

Wolff, Josephine. 2014. "Cybersecurity as Metaphor: Policy and Defense Implications of Computer Security Metaphors." Paper presented at TPRC Conference, March 31, 2014.