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2015 | OriginalPaper | Chapter

ReaderBench : An Integrated Cohesion-Centered Framework

Authors : Mihai Dascalu, Larise L. Stavarache, Philippe Dessus, Stefan Trausan-Matu, Danielle S. McNamara, Maryse Bianco

Published in: Design for Teaching and Learning in a Networked World

Publisher: Springer International Publishing

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Abstract

ReaderBench is an automated software framework designed to support both students and tutors by making use of text mining techniques, advanced natural language processing, and social network analysis tools. ReaderBench is centered on comprehension prediction and assessment based on a cohesion-based representation of the discourse applied on different sources (e.g., textual materials, behavior tracks, metacognitive explanations, Computer Supported Collaborative Learning – CSCL – conversations). Therefore, ReaderBench can act as a Personal Learning Environment (PLE) which incorporates both individual and collaborative assessments. Besides the a priori evaluation of textual materials’ complexity presented to learners, our system supports the identification of reading strategies evident within the learners’ self-explanations or summaries. Moreover, ReaderBench integrates a dedicated cohesion-based module to assess participation and collaboration in CSCL conversations.

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Literature
1.
go back to reference Dascalu, M.: Analyzing Discourse and Text Complexity For Learning and Collaborating. Studies in Computational Intelligence, vol. 534. Springer, Switzerland (2014) Dascalu, M.: Analyzing Discourse and Text Complexity For Learning and Collaborating. Studies in Computational Intelligence, vol. 534. Springer, Switzerland (2014)
2.
go back to reference Dascalu, M., Dessus, P., Bianco, M., Trausan-Matu, S., Nardy, A.: Mining texts, learners productions and strategies with Reader Bench. In: Peña-Ayala, A. (ed.) Educational Data Mining: Applications and Trends, pp. 335–377. Springer, Switzerland (2014) Dascalu, M., Dessus, P., Bianco, M., Trausan-Matu, S., Nardy, A.: Mining texts, learners productions and strategies with Reader Bench. In: Peña-Ayala, A. (ed.) Educational Data Mining: Applications and Trends, pp. 335–377. Springer, Switzerland (2014)
3.
go back to reference Dascalu, M., Trausan-Matu, Ş., Dessus, P.: Validating the automated assessment of participation and of collaboration in chat conversations. In: Trausan-Matu, S., Boyer, K.E., Crosby, M., Panourgia, K. (eds.) ITS 2014. LNCS, vol. 8474, pp. 230–235. Springer, Heidelberg (2014)CrossRef Dascalu, M., Trausan-Matu, Ş., Dessus, P.: Validating the automated assessment of participation and of collaboration in chat conversations. In: Trausan-Matu, S., Boyer, K.E., Crosby, M., Panourgia, K. (eds.) ITS 2014. LNCS, vol. 8474, pp. 230–235. Springer, Heidelberg (2014)CrossRef
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go back to reference Dascalu, M., Trausan-Matu, S., Dessus, P., McNamara, D.S.: Discourse cohesion: A signature of collaboration. In: 5th International Learning Analytics and Knowledge Conference (LAK 2015), pp. 350–354. ACM, Poughkeepsie, NY (2015) Dascalu, M., Trausan-Matu, S., Dessus, P., McNamara, D.S.: Discourse cohesion: A signature of collaboration. In: 5th International Learning Analytics and Knowledge Conference (LAK 2015), pp. 350–354. ACM, Poughkeepsie, NY (2015)
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go back to reference Dascalu, M., Dessus, P., Bianco, M., Trausan-Matu, S.: Are automatically identified reading strategies reliable predictors of comprehension? In: Trausan-Matu, S., Boyer, K.E., Crosby, M., Panourgia, K. (eds.) ITS 2014. LNCS, vol. 8474, pp. 456–465. Springer, Heidelberg (2014)CrossRef Dascalu, M., Dessus, P., Bianco, M., Trausan-Matu, S.: Are automatically identified reading strategies reliable predictors of comprehension? In: Trausan-Matu, S., Boyer, K.E., Crosby, M., Panourgia, K. (eds.) ITS 2014. LNCS, vol. 8474, pp. 456–465. Springer, Heidelberg (2014)CrossRef
7.
go back to reference Dascalu, M., Stavarache, L.L., Trausan-Matu, S., Dessus, P., Bianco, M.: Reflecting comprehension through French textual complexity factors. In: ICTAI 2014, pp. 615–619. IEEE, Limassol, Cyprus (2014) Dascalu, M., Stavarache, L.L., Trausan-Matu, S., Dessus, P., Bianco, M.: Reflecting comprehension through French textual complexity factors. In: ICTAI 2014, pp. 615–619. IEEE, Limassol, Cyprus (2014)
Metadata
Title
ReaderBench : An Integrated Cohesion-Centered Framework
Authors
Mihai Dascalu
Larise L. Stavarache
Philippe Dessus
Stefan Trausan-Matu
Danielle S. McNamara
Maryse Bianco
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-24258-3_47

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