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Automatic Assessment of Collaborative Chat Conversations with PolyCAFe

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Towards Ubiquitous Learning (EC-TEL 2011)

Part of the book series: Lecture Notes in Computer Science ((LNPSE,volume 6964))

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Abstract

The wider acceptance and usage of instant messaging (chat) represents one of the consequences of undertaking Computer-Supported Collaborative Learning (CSCL) practices in formal education settings. However, the difficulty of analyzing these textual artifacts of learners in order to offer them feedback represents a serious problem in further extending the usage of chat conversations. PolyCAFe is a system that was designed to support the tutors and to provide automatic feedback for the learners engaged in collaborative chat conversations and discussion forums. The architecture of the system is presented by focusing on two key components: the assessment of the utterances and of the collaborative discourse. PolyCAFe’s effectiveness has been proved in a validation experiment with students and tutors from a University course. The main findings from this trial, together with the conclusions of domain experts verifying the accuracy of the assessment provided by PolyCAFe, are also analyzed and commented in detail.

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References

  1. Stahl, G.: Group cognition: Computer support for building collaborative knowledge. Cambridge. MIT Press, Cambridge (2006)

    Google Scholar 

  2. Adams, P.H., Martell, C.H.: Topic detection and extraction in chat. In: Proceedings of the 2008 IEEE International Conference on Semantic Computing, pp. 581–588 (2008)

    Google Scholar 

  3. Dong, A.: Concept formation as knowledge accumulation: A computational linguistics study. Artif. Intell. Eng. Des. Anal. Manuf. 20(1), 35–53 (2006)

    Article  Google Scholar 

  4. Joshi, M., Rosé, C.P.: Using transactivity in conversation summarization in educational dialog. In: Proceedings of the SLaTE Workshop on Speech and Language Technology in Education (2007)

    Google Scholar 

  5. Rose, C.P., Wang, Y.C., Cui, Y., Arguello, J., Stegmann, K., Weinberger, A., Fischer, F.: Analyzing Collaborative Learning Processes Automatically: Exploiting the Advances of Computational Linguistics in Computer-Supported Collaborative Learning. International Journal of Computer Supported Collaborative Learning (2007)

    Google Scholar 

  6. Dascalu, M., Trausan-Matu, S., Dessus, P.: Utterances Assessment in Chat Conversations. Research in Computing Science, Special Issue on Natural Language Processing and its Applications 46, 323–334 (2010)

    Google Scholar 

  7. Rebedea, T., Dascalu, M., Trausan-Matu, S., Banica, D., Gartner, A., Chiru, C., Mihaila, D.: Overview and preliminary results of using polyCAFe for collaboration analysis and feedback generation. In: Wolpers, M., Kirschner, P.A., Scheffel, M., Lindstaedt, S., Dimitrova, V. (eds.) EC-TEL 2010. LNCS, vol. 6383, pp. 420–425. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  8. Trausan-Matu, S., Stahl, G., Sarmiento, J.: Supporting Polyphonic Collaborative Learning. E-service Journal 6(1), 58–74 (2007)

    Article  Google Scholar 

  9. Trausan-Matu, S., Rebedea, T.: A Polyphonic Model and System for Inter-animation Analysis in Chat Conversations with Multiple Participants. In: Gelbukh, A. (ed.) CICLing 2010. LNCS, vol. 6008, pp. 354–363. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  10. Bakhtin, M.: Problems of Dostoevsky’s poetics (C. Emerson, Trans.). University of Minnesota Press, Minneapolis (1984)

    Google Scholar 

  11. Kumar, R., Ai, H., Beuth, J.L., Rosé, C.P.: Socially Capable Conversational Tutors Can Be Effective in Collaborative Learning Situations. In: Aleven, V., Kay, J., Mostow, J. (eds.) ITS 2010. LNCS, vol. 6094, pp. 156–164. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  12. Jurafsky, D., Martin, J.H.: Speech and Language Processing, 2nd edn. An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition. Pearson Prentice Hall, London (2009)

    Google Scholar 

  13. Hobbs, J.: On the coherence and structure of discourse. Technical Report CSLI-85-37, Center for the Study of Language and Information, Stanford University (1985)

    Google Scholar 

  14. Grosz, B.J., Joshi, A.K., Weinstein, S.: Centering: A framework for modeling the local coherence of discourse. Computational Linguistics 21(2), 203–225 (1995)

    Google Scholar 

  15. Mann, W.C., Thompson, S.A.: Rhetorical structure theory: A theory of text organization. Tech. rep. RS-87-190, Information Sciences Institute (1987)

    Google Scholar 

  16. Trausan-Matu, S., Rebedea, T.: Polyphonic Inter-Animation of Voices in VMT. In: Stahl, G. (ed.) Studying Virtual Math Teams, pp. 451–473. Springer US, Boston (2009)

    Chapter  Google Scholar 

  17. Schmidt, A.P., Stone, T.K.M.: Detection of topic change in IRC chat logs, http://www.trevorstone.org/school/ircsegmentation.pdf

  18. Kontostathis, A., Edwards, L., Bayzick, J., McGhee, I., Leatherman, A., Moore, K.: Comparison of Rule-based to Human Analysis of Chat Logs. In: 1st International Workshop on Mining Social Media Programme, Conferencia de la Asociación Española para la Inteligencia Artificial (2009)

    Google Scholar 

  19. Dascalu, M., Rebedea, T., Trausan-Matu, S.: A Deep Insight in Chat Analysis: Collaboration, Evolution and Evaluation, Summarization and Search. In: Dicheva, D., Dochev, D. (eds.) AIMSA 2010. LNCS (LNAI), vol. 6304, pp. 191–200. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  20. Wresch, W.: The Imminence of Grading Essays by Computer–25 Years Later. Computers and Composition 10(2), 45–58 (1993), http://computersandcomposition.osu.edu/archives/v10/10_2_html/10_2_5_Wresch.html

    Article  Google Scholar 

  21. Brin, S., Page, L.: The Anatomy of a Large-Scale Hypertextual Web Search Engine. In: Seventh International World-Wide Web Conference, Brisbane, April 14-18 (1998)

    Google Scholar 

  22. Scardamalia, M.: Collective cognitive responsibility for the advancement of knowledge. In: Smith, B. (ed.) Liberal Education in Knowledge Society, pp. 67–98. Open Court, Chicago (2002)

    Google Scholar 

  23. Dascalu, M., Rebedea, T., Trausan-Matu, S., Armitt, G.: PolyCAFe: Collaboration and Utterance Assessment for Online CSCL Conversations. Accepted at the 9th International Conference on CSCL, CSCL 2011 (2011)

    Google Scholar 

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Rebedea, T., Dascalu, M., Trausan-Matu, S., Armitt, G., Chiru, C. (2011). Automatic Assessment of Collaborative Chat Conversations with PolyCAFe. In: Kloos, C.D., Gillet, D., Crespo García, R.M., Wild, F., Wolpers, M. (eds) Towards Ubiquitous Learning. EC-TEL 2011. Lecture Notes in Computer Science, vol 6964. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-23985-4_24

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  • DOI: https://doi.org/10.1007/978-3-642-23985-4_24

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-23984-7

  • Online ISBN: 978-3-642-23985-4

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