Abstract
The paper examines the properties of expert manual annotation of Russian spontaneous speech. While it is well known that experts exhibit variability in the ways they mark transcripted speech, our aim is to arrive at the reasons behind such variability. In this study we focus on the annotator’s psychological profile (personality traits, working memory capacity, processing speed and lateral asymmetry). Our focus is to determine whether there is a relationship between the annotated sentence length and the psychological and cognitive characteristics of the annotator. We also study inter-annotator agreement in different text types. The participants (n = 80) detected sentence boundaries in the transcripts of Russian spontaneous speech and performed several test tasks. Personality traits were measured using the Five Factor Personality Inventory. Working memory capacity was measured through reading span and operation span tasks. To compute processing speed we used Letter Comparison and Pattern Comparison tasks. A dominant hemisphere for speech processing was established based on a dichotic listening task. The data analysis did not reveal any relationship between annotators individual characteristics and segmentation results. However, we found that annotators do tend to mark sentence length in a way that is individual to them and that such practices remain relatively stable regardless of text type or even language.
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Notes
- 1.
We follow [13] for factor names since this version of the Big Five was used as the basis for the Russian version.
- 2.
‘the series of pictures is called “The Hat” /a, b, c/ in the first of them a man is shown in a hat shop is trying on hats in the mirror /a, b, c/ obviously it suits him /b/ he buys it /c/ goes out into the street /b, c/ in the street there is strong wind /b, c/ it blows the hat off him /b, c / the hat is flying /c/ is reaching a pool /c/ is floating on the water /a, b, c/’.
References
Guaïtella, I.: Rhythm in speech: what rhythmic organizations reveal about cognitive processes in spontaneous speech production versus reading aloud. J. Pragmatics 31, 509–523 (1999)
Lee, A., Glass, J.: Sentence detection using multiple annotations. In: Proceedings of Interspeech 2012, pp. 1848–1851 (2012)
Stepikhov, A.: Resolving ambiguities in sentence boundary detection in Russian spontaneous speech. In: Habernal, I., Matoušek, V. (eds.) TSD 2013. LNCS (LNAI), vol. 8082, pp. 426–433. Springer, Heidelberg (2013). https://doi.org/10.1007/978-3-642-40585-3_54
Shriberg, E.: How people really talk and why engineers should care. In: Proceedings Interspeech 2005, pp. 1791–1794 (2005)
Stepikhov, A.: Analysis of expert manual annotation of the Russian spontaneous monologue: evidence from sentence boundary detection. In: Železný, M., Habernal, I., Ronzhin, A. (eds.) SPECOM 2013. LNCS (LNAI), vol. 8113, pp. 33–40. Springer, Cham (2013). https://doi.org/10.1007/978-3-319-01931-4_5
Stepikhov, A., Loukina, A.: Personality, working memory capacity and expert manual annotation of German spontaneous speech. In: Karpov, A., Jokisch, O., Potapova, R. (eds.) SPECOM 2018. LNCS (LNAI), vol. 11096, pp. 656–666. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-99579-3_67
Stepikhov, A., Loukina, A.: Low inter-annotator agreement in sentence boundary detection and annotator personality. In: Ronzhin, A., Potapova, R., Németh, G. (eds.) SPECOM 2016. LNCS (LNAI), vol. 9811, pp. 461–468. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-43958-7_55
Sanford, F.H.: Speech and personality. Psychol. Bull. 39(10), 811–845 (1942)
Petrone, C., Fuchs, S., Krivokapić, J.: Consequences of working memory differences and phrasal length on pause duration and fundamental frequency. In: Proceedings of the 9th International Seminar on Speech Production (ISSP), Montreal, pp. 393–400 (2011)
Swets, B., Jakovina, M.E., Gerrig, R.J.: Individual differences in the scope of speech planning: evidence from eye-movements. Lang. Cogn. 6, 12–44 (2014)
Swets, B.: Psycholinguistics and planning: a focus on individual differences. In: Fuchs, S., Pape, D., Petrone, C., Perrier, P. (eds.) Individual Differences in Speech Production and Perception. (Speech Production and Perception, vol. 3), pp. 89–121 (2015)
Vannikov, Yu., Abdalyan, I.: Eksperimentalnoe issledovanie chleneniya razgovornoj rechi na diskretnye intonacionno-smyslovye edinicy (frazy) (Experimental research of segmentation of spontaneous speech into intonational and semantic units (phrases). In: Sirotinina, O.B., Barannikova, L.I., Serdobintsev, L.Ja. (eds.) Russkaya razgovornaya rech, Saratov, pp. 40–46 (1973). (in Russian)
Tsuji, H., et al.: Five-factor model of personality: concept, structure, and measurement of personality traits. Jpn. Psychol. Rev. 40(2), 239–259 (1997)
Khromov, A.B.: Pyatifactornyj oprosnik lichnosti: Uchebno-metodicheskoe posobie (Five-factor personality inventory: Textbook). Izd-vo Kurganskogo gosudarstvennogo universiteta, Kurgan (2000). (in Russian)
Conway, A.R.A., Kane, M.J., Bunting, M.F., Hambrick, D.Z., Wilhelm, O., Engle, R.W.: Working memory span tasks: a methodological review and user’s guide. Psychon. Bull. Rev. 12(5), 769–786 (2005)
von der Malsburg, T.: Py-Span-Task - a software for testing working memory span (2015). https://doi.org/10.5281/zenodo.18238
Salthouse, T.A.: The processing-speed theory of adult age differences in cognition. Psychol. Rev. 103(3), 403–428 (1996)
Lyakso, E.E., Ogorodnikova, E.A., Alexeev, N.P.: Psikhofiziologiya slukhovogo vospriyatia (Psychophysiology of auditory comprehension). St. Petersburg (2013). (in Russian)
Kuznetsova, A., Brockhoff, P.B., Christensen, R.H.B.: lmerTest: tests in linear mixed effects models. R package version 2.0-20. http://CRAN.R-project.org/package=lmerTest
Stepikhov, A., Loukina, A.: Annotation and personality: individual differences in sentence boundary detection. In: Ronzhin, A., Potapova, R., Delic, V. (eds.) SPECOM 2014. LNCS (LNAI), vol. 8773, pp. 105–112. Springer, Cham (2014). https://doi.org/10.1007/978-3-319-11581-8_13
Acknowledgments
This study was supported by the Russian Foundation for Basic Research, project No. 15–04—00165. We also thank three anonymous reviewers for their valuable comments and suggestions.
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Stepikhov, A., Loukina, A., Stepikhova, N. (2019). Syntactic Segmentation of Spontaneous Speech: Psychological and Cognitive Aspects. In: Salah, A., Karpov, A., Potapova, R. (eds) Speech and Computer. SPECOM 2019. Lecture Notes in Computer Science(), vol 11658. Springer, Cham. https://doi.org/10.1007/978-3-030-26061-3_47
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