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Automating Next-Step Hints Generation Using ASTUS

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Intelligent Tutoring Systems (ITS 2012)

Part of the book series: Lecture Notes in Computer Science ((LNPSE,volume 7315))

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Abstract

ASTUS is an authoring framework designed to create model-tracing tutors with similar efforts to those needed to create Cognitive Tutors. Its knowledge representation system was designed to model the teacher’s point of view of the task and to be manipulated by task independent processes such as the automatic generation of sophisticated pedagogical feedback. The first type of feedback we automated is instructions provided as next step hints. Whereas next step hints are classically authored by teachers and integrated in the model of the task, our framework automatically generates them from task independent templates. In this paper, we explain, using examples taken from a floating-point number conversion tutor, how our knowledge representation approach facilitates the generation of next-step hints. We then present experiments, conducted to validate our approach, showing that generated hints can be as efficient and appreciated as teacher authored ones.

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References

  1. Wenger, E.: Artificial Intelligence in Tutoring Systems: Computational and Cognitive Approaches to the Communication of Knowledge. Morgan Kaufmann Publishers Inc. (1987)

    Google Scholar 

  2. Paquette, L., Lebeau, J.-F., Mayers, A.: Authoring Problem-Solving Tutors: A Comparison between ASTUS and CTAT. In: Nkambou, R., Bourdeau, J., Mizoguchi, R. (eds.) Advances in Intelligent Tutoring Systems. SCI, vol. 308, pp. 377–405. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  3. Lebeau, J.-F., Paquette, L., Fortin, M., Mayers, A.: An Authoring Language as a Key to Usability in a Problem-Solving ITS Framework. In: Aleven, V., Kay, J., Mostow, J. (eds.) ITS 2010, Part II. LNCS, vol. 6095, pp. 236–238. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  4. Paquette, L., Lebeau, J.-F., Mayers, A.: Integrating Sophisticated Domain-Independent Pedagogical Behaviors in an ITS Framework. In: Aleven, V., Kay, J., Mostow, J. (eds.) ITS 2010, Part II. LNCS, vol. 6095, pp. 248–250. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  5. Ohlsson, S.: Deep Learning: How the Mind Overrides Experience. Cambridge University Press, New York (2011)

    Book  Google Scholar 

  6. VanLehn, K.: The Behavior of Tutoring Systems. International Journal of Artificial Intelligence in Education 16(3), 227–265 (2006)

    Google Scholar 

  7. Aleven, V.: Rule-Based Cognitive Modeling for Intelligent Tutoring Systems. In: Nkambou, R., Bourdeau, J., Mizoguchi, R. (eds.) Advances in Intelligent Tutoring Systems. SCI, vol. 308, pp. 33–62. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  8. Barnes, T., Stamper, J.: Toward Automatic Hint Generation for Logic Proof Tutoring Using Historical Student Data. In: Woolf, B.P., Aïmeur, E., Nkambou, R., Lajoie, S. (eds.) ITS 2008. LNCS, vol. 5091, pp. 373–382. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  9. Anderson, J.R., Corbett, A.T., Koedinger, K.R., Pelletier, R.: Cognitive Tutors: Lessons Learned. The Journal of the Learning Sciences 4(2), 167–207 (1995)

    Article  Google Scholar 

  10. Paquette, L., Lebeau, J.-F., Mbungira, J.P., Mayers, A.: Generating Task-Specific Next-Step Hints Using Domain-Independent Structures. In: Biswas, G., Bull, S., Kay, J., Mitrovic, A. (eds.) AIED 2011. LNCS, vol. 6738, pp. 525–527. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  11. Blanchard, E.G., Mizoguchi, R.: Designing Culturally-Aware Tutoring Systems: Toward an Upper Ontology of culture. In: Blanchard, E., Allard, D. (eds.) Culturally Aware Tutoring Systems, CATS 2008, pp. 23–24 (2008)

    Google Scholar 

  12. Woolf, B., Burleson, W., Arroyo, I., Dragon, T., Cooper, D., Picard, R.: Affect-Aware Tutors: Recognising and Responding to Student Affect. Journal of Learning Technology 4, 129–163 (2009)

    Article  Google Scholar 

  13. VanLehn, K.: Mind Bugs: The Origin of Procedural Misconceptions. MIT Press (1990)

    Google Scholar 

  14. Paquette, L., Lebeau, J.F., Mayers, A.: Modeling Learner’s Erroneous Behaviours in Model Tracing Tutors. In: Proceedings of UMAP 2012 (accepted, 2012)

    Google Scholar 

  15. Mitrovic, A.: Modeling Domains and Students with Constraint-Based Modeling. In: Nkambou, R., Bourdeau, J., Mizoguchi, R. (eds.) Advances in Intelligent Tutoring Systems. SCI, vol. 308, pp. 63–80. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

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© 2012 Springer-Verlag Berlin Heidelberg

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Paquette, L., Lebeau, JF., Beaulieu, G., Mayers, A. (2012). Automating Next-Step Hints Generation Using ASTUS. In: Cerri, S.A., Clancey, W.J., Papadourakis, G., Panourgia, K. (eds) Intelligent Tutoring Systems. ITS 2012. Lecture Notes in Computer Science, vol 7315. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-30950-2_26

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  • DOI: https://doi.org/10.1007/978-3-642-30950-2_26

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-30949-6

  • Online ISBN: 978-3-642-30950-2

  • eBook Packages: Computer ScienceComputer Science (R0)

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