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Reflection Summarization


Reflection has been shown to be a effective way for students to learn, and a lot of instructors have adopted it. Although it is time consuming for instructors to read those reflections, reading them is valuable to instructors because they are a rich source of ideas on improving teaching. Therefore, there is demand for systems that allow instructors to quickly grasp actionables raised by students. We propose a novel way to extract actionable insights that instructors can use to improve their teahcing from a massive text data of student reflections. They can see what topics their students are talking about and how they feel about those topics through clustering of reflecitons and their summaries.

Relevant Papers

  • Conference Paper Yuya Asano, Sreecharan Sankaranarayanan, Majd Sakr, Christopher Bogart. (2021). A Thematic Summarization Dashboard for Navigating Student Reflections at Scale. In Proceedings of the 29th International Conference on Computers in Education (ICCE 2021). [pdf]