Abstract
We present a novel method to analyse speaker alignment in second language practice dialogue. Our method represents utterances as Dialogue Acts and applies Epistemic Network Analysis to their use. ENA makes convergence between speakers visible, and enables us to confirm hypotheses that both initial similarity and final convergence increase with student ability; and that Dialogue Act use changes with ability, and over the course of an interaction. Our results can inform personalised automatic tutoring tools as well as formative assessment and feedback.
We acknowledge useful input from Ed Fincham, Pablo Leon, Nicolas Collignon, Kate McCurdy, Clara Vania, Naomi Saphra, Toms Bergmanis, Sameer Bansal, Ida Szubert, Maria Corkery, Federico Fancellu and our anonymous reviewers.
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Notes
- 1.
The item being aligned to in this context is known as the prime, and the subsequent usage of this prime by the other speaker is known as the target, or sign of alignment.
References
Bailey, K.M.: What my EFL students taught me. PAC J. 1(1), 7–31 (2001)
Birjandi, P., Jazebi, S.: A comparative analysis of teachers’ scaffolding practices (2014)
Branigan, H.P., Pickering, M.J., McLean, J.F., Cleland, A.A.: Syntactic alignment and participant role in dialogue. Cognition 104(2), 163–197 (2007)
Costa, A., Pickering, M.J., Sorace, A.: Alignment in second language dialogue. Lang. Cogn. Process. 23(4), 528–556 (2008)
Duplessis, G.D., Clavel, C., Landragin, F.: Automatic measures to characterise verbal alignment in human-agent interaction. In: 18th Annual Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL), pp. 71–81 (2017)
Garrod, S., Pickering, M.J.: Alignment in dialogue. In: The Oxford Handbook of Psycholinguistics, pp. 443–451 (2007)
Hawkes, R.: Learning to talk and talking to learn: how spontaneous teacher-learner interaction in the secondary Foreign languages classroom provides greater opportunities for L2 learning. Ph.D. thesis, University of Cambridge (2012)
Jurafsky, D., Shriberg, E., Biasca, D.: Switchboard dialog act corpus. International Computer Science Institute, Berkeley, CA, Technical report (1997)
Lantolf, J.P.: Second language learning as a mediated process. Lang. Teach. 33(2), 79–96 (2000)
Mandel, J.: Use of the singular value decomposition in regression analysis. Am. Stat. 36(1), 15–24 (1982)
Muñoz, C.: Age and the rate of Foreign language learning. Multilingual Matters, vol. 19 (2006)
Pickering, M.J., Garrod, S.: Toward a mechanistic psychology of dialogue. Behav. Brain Sci. 27(2), 169–190 (2004)
Reitter, D., Keller, F., Moore, J.D.: Computational modelling of structural priming in dialogue. In: Proceedings of the Human Language Technology Conference of the NAACL, Companion Volume: Short Papers, NAACL-Short 2006, pp. 121–124. Association for Computational Linguistics, Stroudsburg (2006). http://dl.acm.org/citation.cfm?id=1614049.1614080
Reitter, D., Moore, J.D.: Alignment and task success in spoken dialogue. J. Mem. Lang. 76, 29–46 (2014)
Samana, W.: Teacher’s and students’ scaffolding in an EFL classroom. Acad. J. Interdiscip. Stud. 2(8), 338 (2013)
Shaffer, D.W., et al.: Epistemic network analysis: a prototype for 21st-century assessment of learning. Int. J. Learn. Media 1(2), 33–53 (2009). https://doi.org/10.1162/ijlm.2009.0013
Sinclair, A., Lopez, A., Lucas, C., Gasevic, D.: Does ability affect alignment in second language tutorial dialogue? In: Proceedings of the 19th Annual SIGDIAL Meeting on Discourse and Dialogue, pp. 41–50 (2018)
Sinclair, A., Oberlander, J., Gasevic, D.: Finding the zone of proximal development: student-tutor second language dialogue interactions. In: Proceedings of SEMDIAL 2017 (SaarDial) Workshop on the Semantics and Pragmatics of Dialogue, pp. 107–115 (2017)
Stolcke, A., et al.: Dialogue act modeling for automatic tagging and recognition of conversational speech. Comput. Linguist. 26(3), 339–373 (2000)
Ward, A., Litman, D.: Dialog convergence and learning. Front. Artif. Intell. Appl. 158, 262 (2007)
Ward, A., Litman, D.: Measuring convergence and priming in tutorial dialog. University of Pittsburgh (2007)
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Sinclair, A.J., Ferreira, R., Gašević, D., Lucas, C.G., Lopez, A. (2019). I Wanna Talk Like You: Speaker Adaptation to Dialogue Style in L2 Practice Conversation. In: Isotani, S., Millán, E., Ogan, A., Hastings, P., McLaren, B., Luckin, R. (eds) Artificial Intelligence in Education. AIED 2019. Lecture Notes in Computer Science(), vol 11626. Springer, Cham. https://doi.org/10.1007/978-3-030-23207-8_48
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