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Annotation of Linguistic and Conceptual Metaphor

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Abstract

Metaphor makes our thoughts more vivid and fills our communication with richer imagery. Furthermore, according to the Conceptual Metaphor Theory (CMT) of [30], metaphor also plays an important structural role in the organization and processing of conceptual knowledge. According to this account, the phenomenon of metaphor is not restricted to similarity-based extensions of meanings of individual words, but instead involves activating fixed mappings that reconceptualize one whole area of experience in terms of another. CMT produced a significant resonance in the fields of philosophy, linguistics, cognitive science and artificial intelligence and still underlies a large proportion of modern research on metaphor. However, there has to date been no comprehensive corpus-based study of conceptual metaphor, which would provide an empirical basis for evaluating the CMT using real-world linguistic data. The annotation scheme and the empirical study we present in this chapter is a step towards filling this gap. We test our annotation procedure in an experimental setting involving multiple annotators and estimate their agreement on the task. The goal of the study is to investigate (1) how intuitive the conceptual metaphor explanation of linguistic metaphors is for human annotators and whether it is possible to consistently annotate interconceptual mappings; (2) what are the main difficulties that the annotators experience during the annotation process; (3) whether one conceptual metaphor is sufficient to explain a linguistic metaphor or whether a chain of conceptual metaphors is needed. The resulting corpus annotated for conceptual mappings provides a new, valuable dataset for linguistic, computational and cognitive experiments on metaphor.

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Notes

  1. 1.

    http://www.ota.ox.ac.uk/headers/2541.xml.

  2. 2.

    BNC Baby is a four-million-word subset of the British National Corpus (BNC) [5], comprising four different genres: academic, fiction, newspaper and conversation. For more information see http://www.natcorp.ox.ac.uk/corpus/babyinfo.html.

References

  1. Agerri, R., Barnden, J.A., Lee, M.G., Wallington, A.M.: Metaphor, inference and domain-independent mappings. In: Proceedings of RANLP-2007, pp. 17–23, Borovets, Bulgaria (2007)

    Google Scholar 

  2. Barnden, J.A., Lee, M.G.: An artificial intelligence approach to metaphor understanding. Theoria et Historia Scientiarum 6(1), 399–412 (2002)

    Google Scholar 

  3. Black, M.: Models and Metaphors. Cornell University Press, Ithaca (1962)

    Google Scholar 

  4. Bowdle, Brian F., Gentner, D.: The career of metaphor. Psychol. Rev. 112, 193–216 (2005)

    Article  Google Scholar 

  5. Burnard, L.: Reference Guide for the British National Corpus (XML Edition) (2007)

    Google Scholar 

  6. Bollegala, D., Shutova, E.: Metaphor interpretation using paraphrases extracted from the web. PLoS ONE 8(9), e74304 (2013)

    Article  Google Scholar 

  7. Cameron, L.: Metaphor in Educational Discourse. Continuum, London (2003)

    Google Scholar 

  8. Charniak, E., Blaheta, D., Ge, N., Hall, K., Hale, J., Johnson, M.: BLLIP 1987–89 WSJ Corpus Release 1. Linguistic Data Consortium, Philadelphia (2000)

    Google Scholar 

  9. Chung, S.F., Ahrens, K., Huang, C.R.: Source domains as concept domains in metaphorical expressions. Int. J. Comput. Ling. Chin. Lang. Process. 10(4), 553–570 (2005)

    Google Scholar 

  10. Deignan, A.: The grammar of linguistic metaphors. In: Stefanowitsch, A., Gries, S.T. (eds.) Corpus-Based Approaches to Metaphor and Metonymy. Mouton de Gruyter, Berlin (2006)

    Google Scholar 

  11. Fauconnier, G., Turner, M.: The Way We Think: Conceptual Blending and the Mind’s Hidden Complexities. Basic Books (2002)

    Google Scholar 

  12. Feldman, J., Narayanan, S.: Embodied meaning in a neural theory of language. Brain Lang. 89(2), 385–392 (2004)

    Article  Google Scholar 

  13. Feldman, J.A.: From Molecule to Metaphor: A Neural Theory of Language. MIT Press, Cambridge (2006)

    Google Scholar 

  14. Gentner, D.: Structure mapping: a theoretical framework for analogy. Cognit. Sci. 7, 155–170 (1983)

    Article  Google Scholar 

  15. Gentner, D., Imai, Mutsumi, Boroditsky, Lera: As time goes by: Evidence for two systems in processing space-time metaphors. Lang. Cognit. Process. 47, 537–565 (2002)

    Article  Google Scholar 

  16. Gibbs, R.: Literal meaning and psychological theory. Cognit. Sci. 8, 275–304 (1984)

    Article  Google Scholar 

  17. Gibbs, R., Tendahl, M.: Cognitive effort and effects in metaphor comprehension: relevance theory and psycholinguistics. Mind Lang. 21, 379–403 (2006)

    Article  Google Scholar 

  18. Glucksberg, S.: The psycholinguistics of metaphor. Trends Cognit. Sci. 7, 92–96 (2003)

    Article  Google Scholar 

  19. Goatly, A.: The Language of Metaphors. Routledge, London (1997)

    Book  Google Scholar 

  20. Gong, S.P., Ahrens, K., Huang, C.R.: Chinese word sketch and mapping principles: a corpus-based study of conceptual metaphors using the building source domain. Int. J. Comput. Process. Orient. Lang. 21(2), 3–17 (2008)

    Article  Google Scholar 

  21. Grady, J.: Foundations of meaning: primary metaphors and primary scenes. Technical report, Ph.D. thesis, University of California at Berkeley (1997)

    Google Scholar 

  22. Hardie, A., Koller, V., Rayson, P., Semino, E.: Exploiting a semantic annotation tool for metaphor analysis. In: Proceedings of the Corpus Linguistics Conference, Birmingham, UK (2007)

    Google Scholar 

  23. Haskell, R.E.: Cognitive science and the origin of lexical metaphor. Theoria et Historia Scientiarum 6(1), 291–331 (2002)

    Google Scholar 

  24. Izwaini, S.: Corpus-based study of metaphor in information technology. In: Proceedings of the Workshop on Corpus-based Approaches to Figurative Language, Corpus Linguistics 2003, Lancaster, 27 March (2003)

    Google Scholar 

  25. Keysar, B., Shen, Y., Glucksberg, S., Horton, W.S.: Conventional language: How metaphorical is it? J. Mem. Lang. 43, 576–593 (2000)

    Article  Google Scholar 

  26. Koivisto-Alanko, P., Tissari, H.: Sense and sensibility: rational thought versus emotion in metaphorical language. In: Stefanowitsch, A., Gries, S.T. (eds.) Corpus-Based Approaches to Metaphor and Metonymy. Mouton de Gruyter, Berlin (2006)

    Google Scholar 

  27. Krippendorff, K.: Content Analysis. SAGE Publications, Beverly Hills (1980)

    Google Scholar 

  28. Krishnakumaran, S., Zhu, X.: Hunting elusive metaphors using lexical resources. Proceedings of the Workshop on Computational Approaches to Figurative Language, pp. 13–20, Rochester, NY (2007)

    Google Scholar 

  29. Lakoff, G.: The contemporary theory of metaphor. In: Ortony, A. (ed.) Metaphor and Thought, 2nd edn, pp. 202–251. Cambridge University Press, Cambridge (1992)

    Google Scholar 

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

    Google Scholar 

  31. Lakoff, G., Espenson, J., Schwartz, A.: The master metaphor list. Technical report, University of California at Berkeley (1991)

    Google Scholar 

  32. Landis, J., Koch, G.: The measurement of observer agreement for categorical data. Biometrics 33(1), 159–174 (1977)

    Article  Google Scholar 

  33. Lönneker, B.: Lexical databases as resources for linguistic creativity: Focus on metaphor. In: Proceedings of the LREC 2004 Workshop on Language Resources for Linguistic Creativity (2004)

    Google Scholar 

  34. Lönneker-Rodman, B.: The hamburg metaphor database project. Issues Res. Creat. Lang. Res. Eval. 42, 293–318 (2008)

    Article  Google Scholar 

  35. Lönneker, B., Eilts, C.: A current resource and future perspectives for enriching WordNets with metaphor information. In: Proceedings of the Second International WordNet Conference (GWC 2004), pp. 157–162, Brno, Czech Republic (2004)

    Google Scholar 

  36. Low, G., Todd, Z., Deignan, A., Cameron, L.: Researching and Applying Metaphor in the Real World. John Benjamins, Amsterdam (2010)

    Book  Google Scholar 

  37. Lu, L., Ahrens, K.: Ideological influences on BUILDING metaphors in Taiwanese presidential speeches. Discourse Soc. 19(3), 383–408 (2008)

    Article  Google Scholar 

  38. Martin, J.H.: Representing regularities in the metaphoric lexicon. In: Proceedings of the 12th conference on Computational linguistics, pp. 396–401 (1988)

    Google Scholar 

  39. Martin, J.H.: A Computational Model of Metaphor Interpretation. Academic Press Professional Inc, San Diego (1990)

    Google Scholar 

  40. Martin, J.H.: Metabank: a knowledge-base of metaphoric language conventions. Comput. Intell. 10, 134–149 (1994)

    Article  Google Scholar 

  41. Martin, J.H.: A corpus-based analysis of context effects on metaphor comprehension. In: Stefanowitsch, A., Gries, S.T. (eds.) Corpus-Based Approaches to Metaphor and Metonymy. Mouton de Gruyter, Berlin (2006)

    Google Scholar 

  42. Mason, Z.J.: Cormet: a computational, corpus-based conventional metaphor extraction system. Comput. Ling. 30(1), 23–44 (2004)

    Article  Google Scholar 

  43. McGlone, Matthew S.: What is the explanatory value of a conceptual metaphor? Lang. Commun. 27, 109–126 (2007)

    Article  Google Scholar 

  44. Murphy, G.L.: On metaphoric representation. Cognition 60, 173–204 (1996)

    Article  Google Scholar 

  45. Narayanan, S.: Knowledge-based Action Representations for Metaphor and Aspect (KARMA). Technical report, Ph.D. thesis, University of California at Berkeley (1997)

    Google Scholar 

  46. Narayanan, S.: Moving right along: a computational model of metaphoric reasoning about events. In: Proceedings of AAAI 99, pp. 121–128. Orlando, Florida (1999)

    Google Scholar 

  47. Pinker, S.: The Stuff of Thought: Language as a Window into Human Nature. Viking Adult, USA, September (2007)

    Google Scholar 

  48. Pragglejaz Group: MIP.: A method for identifying metaphorically used words in discourse. Metaphor Symb. 22, 1–39 (2007)

    Google Scholar 

  49. Reddy, M.: The conduit metaphor: A case of frame conflict in our language about language. In: Ortony, A. (ed.) Metaphor and Thought, 2nd edn, pp. 164–201. Cambridge University Press, Cambridge (1978)

    Google Scholar 

  50. Shalizi, C.R.: Analogy and Metaphor. http://bactra.org/notebooks/analogy.html (2003)

  51. Shutova, E.: Models of Metaphor in NLP. In: Proceedings of ACL 2010, Uppsala, Sweden (2010)

    Google Scholar 

  52. Shutova, E.: Automatic metaphor interpretation as a paraphrasing task. In: Proceedings of NAACL 2010, pp. 1029–1037, Los Angeles, USA (2010)

    Google Scholar 

  53. Shutova, E.: Metaphor identification as interpretation. In: Proceedings of *SEM 2013, Atlanta, Georgia (2013)

    Google Scholar 

  54. Shutova, E., Teufel, S.: Metaphor Corpus annotated for source-target domain mappings. In: Proceedings of LREC 2010, Valletta, Malta (2010)

    Google Scholar 

  55. Shutova, E., Sun, L.: Unsupervised metaphor identification using hierarchical graph factorization clustering. In: Proceedings of NAACL 2013, Atlanta, GA, USA (2013)

    Google Scholar 

  56. Shutova, E., Sun, L., Korhonen, A.: Metaphor identification using verb and noun clustering. In: Proceedings of Coling 2010, Beijing, China (2010)

    Google Scholar 

  57. Shutova, E., Van de Cruys, T., Korhonen, A.: Unsupervised metaphor paraphrasing using a vector space model. In: Proceedings of COLING 2012, Mumbai, India (2012)

    Google Scholar 

  58. Siegel, S., Castellan, N.J.: Nonparametric Statistics for the Behavioral Sciences. McGraw-Hill Book Company, New York (1988)

    Google Scholar 

  59. Skorczynska Sznajder, H., Pique-Angordans, J.: A corpus-based description of metaphorical marking patterns inscientific and popular business discourse. In: Proceedings of European Research Conference on Mind,Language and Metaphor (Euresco Conference), Granada, Spain (2004)

    Google Scholar 

  60. Steen, G.J., Dorst, A.G., Herrmann, J.B., Kaal, A.A., Krennmayr, T., Pasma, T.: A Method for Linguistic Metaphor Identification: From MIP to MIPVU. John Benjamins, Amsterdam (2010)

    Book  Google Scholar 

  61. Wallington, A.M., Barnden, J.A., Buchlovsky, P., Fellows, L., Glasbey, S.R.: Metaphor Annotation: A Systematic Study. Technical report, School of Computer Science, The University of Birmingham (2003)

    Google Scholar 

  62. Wikberg, K.: The role of corpus studies in metaphor research. In: Johannesson, N.-L., Minugh, D.C. (eds.) Proceedings of the 2006 Stockholm Metaphor Festival (2006)

    Google Scholar 

  63. Wilks, Y.: A preferential pattern-seeking semantics for natural language inference. Artif. Intell. 6, 53–74 (1975)

    Article  Google Scholar 

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Correspondence to Ekaterina Shutova .

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Shutova, E. (2017). Annotation of Linguistic and Conceptual Metaphor. In: Ide, N., Pustejovsky, J. (eds) Handbook of Linguistic Annotation. Springer, Dordrecht. https://doi.org/10.1007/978-94-024-0881-2_40

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  • DOI: https://doi.org/10.1007/978-94-024-0881-2_40

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