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Changing channels: divergent approaches to the creative streaming of texts

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Abstract

Text is an especially malleable medium for human and machine creativity. When guided by the appropriate symbolic and/or statistical models, even a small and seemingly superficial change at the formal level can result in a predictable yet profound change at the semantic and pragmatic level. Text is also a virtually unlimited resource on the web, which offers abundant, free-flowing channels of topical texts for almost every genre and register. In this paper we consider diverse approaches to transforming these input channels into new and creative streams of machine-generated outputs. We focus on the specific kind of linguistic creativity associated with metaphor, yet also demonstrate that divergent approaches to metaphor generation can, in turn, enable divergent uses and applications for machine creativity.

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References

  1. Barnden, J.: Metaphor and metonymy: making their connections more slippery. Cognitive Linguistics 21(1), 1–34 (2010)

    Google Scholar 

  2. Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent Dirichlet allocation. J. Mach. Learn. Res. 3, 993–1022 (2003)

    MATH  Google Scholar 

  3. Brants, T., Franz, A.: Web 1T 5-gram Version 1. Linguistic Data Consortium (2006)

  4. Chung, C.K., Pennebaker, J.W.: Revealing dimensions of thinking in open-ended self-descriptions: an automated meaning extraction method for natural language. J. Res. Pers. 46, 96–132 (2008)

    Google Scholar 

  5. Davidson, D.: What metaphors mean. Crit. Inq. (Special Issue on Metaphor) 5(5), 31–47 (1978)

    Google Scholar 

  6. Dostoevsky, F.: Notes from the Underground: Part I: Chapter IX. Vintage Classics. Random House, New York (1864)

    Google Scholar 

  7. Landauer, T.K., Dumais, S.T.: A solution to Plato’s problem: the latent semantic analysis theory of acquisition, induction, and representation of knowledge. Psychol. Rev. 104(2), 211–240 (1997)

    Google Scholar 

  8. Fauconnier, G., Turner, M.: Conceptual integration networks. Cogn. Sci. 22(2), 133–187 (1998)

    Google Scholar 

  9. Fauconnier, G., Turner, T.: The Way We Think: Conceptual Blending and the Mind’s Hidden Complexities. Basic Books, New York (2002)

    Google Scholar 

  10. Gatti, L., Guerini, M., Stock, O., Strapparava, C.: Sentiment variations in text for persuasion technology. In: Proceedings of the 9th International Conference on Persuasive Technology, pp. 106–117 (2014)

  11. Gatti, L., Ozbal, G., Guerini, M., Stock, O., Strapparava, C.: Slogans are not forever: adapting linguistic expressions to the news. In: Proceedings of IJCAI’15, the 24th International Conference on Artificial Intelligence, pp. 2452–2458 (2015)

  12. Gatti, L., Ozbal, G., Guerini, M., Stock, O., Strapparava, C.: Heady-lines: a creative generator of newspaper headlines. In: Companion Publication of the 2016 International Conference on Intelligent User Interfaces, pp. 79–83 (2016)

  13. Gentner, D.: Structure-mapping: a theoretical framework. Cogn. Sci. 7(2), 155–170 (1983)

    Google Scholar 

  14. Gentzkow, M., Shapiro, J.M.: What drives media slant? Evidence from the U.S. daily newspapers. Econometrica 78(1), 35–37 (2010)

    MathSciNet  Google Scholar 

  15. Guerini, M., Strapparava, C., Stock, O.: Slanting existing text with Valentino. In: Proceedings of the 16th International Conference on Intelligent User Interfaces, pp. 439–440 (2011)

  16. Guilford, J.P.: Creativity. Am. Psychol. 5(9), 444–454 (1950)

    Google Scholar 

  17. Jordanous, A.: Evaluating evaluation: assessing progress and practices in computational creativity research. In: Veale, T., Cardoso, A. (eds.) Computational Creativity: the Philosophy and Engineering of Autonomously Creative Systems. Springer International (2018)

  18. Kintsch, W.: Metaphor comprehension: a computational theory. Psychon. Bull. Rev. 7(2), 257–266 (2000)

    Google Scholar 

  19. Koestler, A.: The Act of Creation. Hutchinson, London (1964)

    Google Scholar 

  20. Lakoff, G.: Women, Fire, and Dangerous Things. University of Chicago Press, Chicago (1987)

    Google Scholar 

  21. Lakoff, G., Johnson, M.: We Live By. University of Chicago Press, Chicago (1980)

    Google Scholar 

  22. Mikolov, T., Chen, K., Corrado, G., Dean, J.: Efficient estimation of word representations in vector space. arXiv:1301.3781 [CS], January (2013)

  23. Raskin, V.: Semantic Mechanisms of Humor. Reidel, Dordrecht (1985)

    Google Scholar 

  24. Řehůřek, R., Sojka, P.: Software framework for topic modeling with large corpora. In: Proceedings of the LREC 2010 Workshop on New Challenges for NLP Frameworks, pp. 45–50 (2010)

  25. Steen, G.: Developing, testing and interpreting deliberate metaphor theory. J. Pragmat. 90, 67–72 (2015)

    Google Scholar 

  26. Thagard, P., Stewart, T.C.: The AHA! experience: creativity through emergent binding in neural networks. Cogn. Sci. 35(1), 1–33 (2010)

    Google Scholar 

  27. Utsumi, A.: Interpretive diversity explains metaphor-simile distinction. Metaphor. Symb. 12, 291–312 (2007)

    Google Scholar 

  28. Utsumi, A.: Computational exploration of metaphor comprehension processes using a semantic space model. Cognit. Sci. 35(2), 251–296 (2011)

    Google Scholar 

  29. Veale, T.: Incongruity in humor: root cause or epiphenomenon? Humor: International Journal of Humor Research 17(4), 419–428 (2005)

    Google Scholar 

  30. Veale, T.: Déjà vu all over again: on the creative value of familiar elements in the telling of original tales. In: Proceedings of ICCC2017, the 8th International Conference on Computational Creativity, Atlanta, Georgia, June 19–23 (2017)

  31. Veale, T., Li, G.: Creative introspection and knowledge acquisition. In: Proceedings of the 25th AAAI Conference on Artificial Intelligence. AAAI Press, San Francisco (2011)

  32. Veale, T.: The agile cliché: using flexible stereotypes as building blocks in the construction of an affective lexicon. In: Oltramari, A., Vossen, P., Qin, L., Hovy, E. (eds.) New Trends of Research in Ontologies and Lexical Resources. Berlin: Springer: Theory and Applications of Natural Language Processing (2013)

  33. Veale, T.: The shape of tweets to come: automating language play in social networks. In: Bell, N. (ed.) Multiple Perspectives on Language Play. Mouton De Gruyter, Language Play and Creativity series, pp. 73–92 (2016)

  34. Veale, T., Alnajjar, K.: Grounded for life: creative symbol-grounding for lexical invention. Connect. Sci. 28(2), 139–154 (2016)

    Google Scholar 

  35. Veale, T., Cook, M.T.: Twitterbots: Making Machines that Make Meaning. MIT Press, Cambridge (2018)

    Google Scholar 

  36. Veale, T., Valitutti, A.: Tweet dreams are made of this: appropriate incongruity in the dreamwork of language. LINGUA 197, 141–153 (2017)

    Google Scholar 

  37. Veale, T., Feyaerts, K.J., Forceville, C.J.: E Unis Pluribum: using mental agility to achieve creative duality in word, image and sound. In: Veale, T., Feyaerts, K., Forceville, C. (eds.) Creativity and the Agile Mind: a Multi-Disciplinary Study of a Multi-Faceted Phenomenon, pp. 37–57. Mouton de Gruyter (2013)

  38. Veale, T., Shutova, E., Beigman Klebanov, B.: Metaphor: A Computational Perspective. Morgan Claypool Lectures on Human Language Technologies (2016)

  39. Veale, T., Chen, H., Li, G.: I read the news today, oh boy! Making metaphors topical, timely and humorously personal. In: Proceedings of HCII 2017, Track on Distributed, Ambient and Pervasive Interactions, Vancouver, Canada (2017)

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Veale, T. Changing channels: divergent approaches to the creative streaming of texts. Ann Math Artif Intell 88, 439–456 (2020). https://doi.org/10.1007/s10472-018-9614-x

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