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Talk Like an Electrician: Student Dialogue Mimicking Behavior in an Intelligent Tutoring System

  • Conference paper
Artificial Intelligence in Education (AIED 2011)

Abstract

Students entering a new field must learn to speak the specialized language of that field. Previous research using automated measures of word overlap has found that students who modify their language to align more closely to a tutor’s language show larger overall learning gains. We present an alternative approach that assesses syntactic as well as lexical alignment in a corpus of human-computer tutorial dialogue. We found distinctive patterns differentiating high and low achieving students. Our high achievers were most likely to mimic their own earlier statements and rarely made mistakes when mimicking the tutor. Low achievers were less likely to reuse their own successful sentence structures, and were more likely to make mistakes when trying to mimic the tutor. We argue that certain types of mimicking should be encouraged in tutorial dialogue systems, an important future research direction.

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References

  1. Brennan, S.E.: Lexical entrainment in spontaneous dialog. In: Proceedings of the 1996 International Symposium on Spoken Dialogue, pp. 41–44 (1996)

    Google Scholar 

  2. D’Mello, S.K., Dowell, N., Graesser, A.C.: Cohesion relationships in tutorial dialogue as predictors of affective states. In: Proceedings of AIED 2009, pp. 9–16 (2009)

    Google Scholar 

  3. Dzikovska, M.O., Callaway, C.B., Farrow, E., Moore, J.D., Steinhauser, N.B., Campbell, G.C.: Dealing with interpretation errors in tutorial dialogue. In: Proceedings of SIGDIAL-2009, London, UK (September 2009)

    Google Scholar 

  4. Dzikovska, M.O., Campbell, G.E., Callaway, C.B., Steinhauser, N.B., Farrow, E., Moore, J.D., Butler, L.A., Matheson, C.: Diagnosing natural language answers to support adaptive tutoring. In: Proceedings of the 21st International FLAIRS Conference (2008)

    Google Scholar 

  5. Dzikovska, M.O., Moore, J.D., Steinhauser, N., Campbell, G.: The impact of interpretation problems on tutorial dialogue. In: Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics (2010)

    Google Scholar 

  6. Dzikovska, M.O., Moore, J.D., Steinhauser, N., Campbell, G., Farrow, E., Callaway, C.B.: Beetle II: a system for tutoring and computational linguistics experimentation. In: Proceedings of the ACL-2010 Demo Session (2010)

    Google Scholar 

  7. Pickering, M.J., Garrod, S.: Toward a mechanistic psychology of dialogue. Behavior and Brain Sciences 27, 169–226 (2004)

    Google Scholar 

  8. Ward, A., Litman, D.: Cohesion and learning in a tutorial spoken dialog system. In: Proceedings of 19th International FLAIRS Conference (2006)

    Google Scholar 

  9. Ward, A., Litman, D.J.: Dialog convergence and learning. In: Proceedings of the 13th International Conference on Artificial Intelligence in Education (2007)

    Google Scholar 

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© 2011 Springer-Verlag Berlin Heidelberg

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Steinhauser, N.B. et al. (2011). Talk Like an Electrician: Student Dialogue Mimicking Behavior in an Intelligent Tutoring System. In: Biswas, G., Bull, S., Kay, J., Mitrovic, A. (eds) Artificial Intelligence in Education. AIED 2011. Lecture Notes in Computer Science(), vol 6738. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21869-9_47

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  • DOI: https://doi.org/10.1007/978-3-642-21869-9_47

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-21868-2

  • Online ISBN: 978-3-642-21869-9

  • eBook Packages: Computer ScienceComputer Science (R0)

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