Elaine Lin Wang
2025
Chain-of-Thought Prompting for Automated Evaluation of Revision Patterns in Young Student Writing
Tianwen Li
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Michelle Hong
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Lindsay Clare Matsumura
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Elaine Lin Wang
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Diane Litman
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Zhexiong Liu
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Richard Correnti
Proceedings of the Artificial Intelligence in Measurement and Education Conference (AIME-Con): Works in Progress
This study explores the use of ChatGPT-4.1 as a formative assessment tool for identifying revision patterns in young adolescents’ argumentative writing. ChatGPT-4.1 shows moderate agreement with human coders on identifying evidence-related revision patterns and fair agreement on explanation-related ones. Implications for LLM-assisted formative assessment of young adolescent writing are discussed.
2020
Annotation and Classification of Evidence and Reasoning Revisions in Argumentative Writing
Tazin Afrin
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Elaine Lin Wang
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Diane Litman
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Lindsay Clare Matsumura
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Richard Correnti
Proceedings of the Fifteenth Workshop on Innovative Use of NLP for Building Educational Applications
Automated writing evaluation systems can improve students’ writing insofar as students attend to the feedback provided and revise their essay drafts in ways aligned with such feedback. Existing research on revision of argumentative writing in such systems, however, has focused on the types of revisions students make (e.g., surface vs. content) rather than the extent to which revisions actually respond to the feedback provided and improve the essay. We introduce an annotation scheme to capture the nature of sentence-level revisions of evidence use and reasoning (the ‘RER’ scheme) and apply it to 5th- and 6th-grade students’ argumentative essays. We show that reliable manual annotation can be achieved and that revision annotations correlate with a holistic assessment of essay improvement in line with the feedback provided. Furthermore, we explore the feasibility of automatically classifying revisions according to our scheme.
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- Richard Correnti 2
- Diane Litman 2
- Lindsay Clare Matsumura 2
- Tazin Afrin 1
- Michelle Hong 1
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