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381 Research products

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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Bhatnagar, Sameer; Desmarais, Michel C.; Zouaq, Amal;

    Learnersourcing is the process by which students submit content that enriches the bank of learning materialsavailable to their peers, all as an authentic part of their learning experience. One example of learnersourcingis Technology-Mediated Peer Instruction (TMPI), whereby students are prompted to submitexplanations to justify their choice in a multiple-choice question (MCQ), and are subsequently presentedwith explanations written by their peers, after which they can reconsider their own answer. TMPI allowsstudents to contrast their reasoning with a variety of peer-submitted explanations. It is intended to fosterreflection, ultimately leading to better learning. However, not all content submitted by students is adequateand it must be curated, a process that can require a significant effort by the teacher. The curationprocess ought to be automated for learnersourcing in TMPI to scale up to large classes, such as MOOCs.Even for smaller settings, automation is critical for the timely curation of student-submitted content, suchas within a single assignment, or during a semester.We adapt methods from argument mining and natural language processing to address the curationchallenge and assess the quality of student answers submitted in TMPI, as judged by their peers. Thecuration task is confined to the prediction of argument convincingness: an explanation submitted by alearner is considered of good quality, if it is convincing to their peers. We define a methodology tomeasure convincingness scores using three methods, Bradley-Terry, Crowd-Bradley-Terry and WinRate.We assess the performance of feature-rich supervised learning algorithms as well as transformer-basedneural approach to predict convincingness using these scores. Experiments are conducted over differentdomains, from ethics to STEM. While the neural approach shows the greatest correlation between itsprediction and the different convincingness measures, results show that success on this task is highly dependenton the domain and the type of question.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    ZENODO
    Journal . 2023
    License: CC BY
    Data sources: ZENODO
    ZENODO
    Journal . 2023
    License: CC BY
    Data sources: Datacite
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      ZENODO
      Journal . 2023
      License: CC BY
      Data sources: ZENODO
      ZENODO
      Journal . 2023
      License: CC BY
      Data sources: Datacite
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Trinity's Access to ...arrow_drop_down
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Trinity's Access to ...arrow_drop_down
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    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Trinity's Access to ...arrow_drop_down
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    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Trinity's Access to ...arrow_drop_down
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Trinity's Access to ...arrow_drop_down
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Bhatnagar, Sameer; Desmarais, Michel C.; Zouaq, Amal;

    Learnersourcing is the process by which students submit content that enriches the bank of learning materialsavailable to their peers, all as an authentic part of their learning experience. One example of learnersourcingis Technology-Mediated Peer Instruction (TMPI), whereby students are prompted to submitexplanations to justify their choice in a multiple-choice question (MCQ), and are subsequently presentedwith explanations written by their peers, after which they can reconsider their own answer. TMPI allowsstudents to contrast their reasoning with a variety of peer-submitted explanations. It is intended to fosterreflection, ultimately leading to better learning. However, not all content submitted by students is adequateand it must be curated, a process that can require a significant effort by the teacher. The curationprocess ought to be automated for learnersourcing in TMPI to scale up to large classes, such as MOOCs.Even for smaller settings, automation is critical for the timely curation of student-submitted content, suchas within a single assignment, or during a semester.We adapt methods from argument mining and natural language processing to address the curationchallenge and assess the quality of student answers submitted in TMPI, as judged by their peers. Thecuration task is confined to the prediction of argument convincingness: an explanation submitted by alearner is considered of good quality, if it is convincing to their peers. We define a methodology tomeasure convincingness scores using three methods, Bradley-Terry, Crowd-Bradley-Terry and WinRate.We assess the performance of feature-rich supervised learning algorithms as well as transformer-basedneural approach to predict convincingness using these scores. Experiments are conducted over differentdomains, from ethics to STEM. While the neural approach shows the greatest correlation between itsprediction and the different convincingness measures, results show that success on this task is highly dependenton the domain and the type of question.

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    ZENODO
    Journal . 2023
    License: CC BY
    Data sources: ZENODO
    ZENODO
    Journal . 2023
    License: CC BY
    Data sources: Datacite
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      Journal . 2023
      License: CC BY
      Data sources: Datacite
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