Towards Domain-Independent Assessment of Elementary Students' Science Competency using Soft Cardinality

نویسندگان

  • Samuel P. Leeman-Munk
  • Angela Shelton
  • Eric N. Wiebe
  • James C. Lester
چکیده

Automated assessment of student learning has become the subject of increasing attention. Students’ textual responses to short answer questions offer a rich source of data for assessment. However, automatically analyzing textual constructed responses poses significant computational challenges, exacerbated by the disfluencies that occur prominently in elementary students’ writing. With robust text analytics, there is the potential to analyze a student’s text responses and accurately predict his or her future success. In this paper, we propose applying soft cardinality, a technique that has shown success grading less disfluent student answers, on a corpus of fourthgrade responses to constructed response questions. Based on decomposition of words into their constituent character substrings, soft cardinality’s evaluations of responses written by fourth graders correlates with summative analyses of their content

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تاریخ انتشار 2014