FOXGLOVE dataset of 2340 comments shows LLMs and instructors align on feedback goals and positions but diverge on sentence selection, with LLMs using more complex language and fewer questions and higher quality ratings driven by comment length.
LLM s can Perform Multi-Dimensional Analytic Writing Assessments: A Case Study of L 2 Graduate-Level Academic E nglish Writing
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FOXGLOVE: Understanding Goal-Oriented and Anchored Writing Feedback from Experts and LLMs on Argumentative Essays
FOXGLOVE dataset of 2340 comments shows LLMs and instructors align on feedback goals and positions but diverge on sentence selection, with LLMs using more complex language and fewer questions and higher quality ratings driven by comment length.