GenAI-generated natural-language grading explanations led to significantly higher feedback quality from educators compared to no AI support or traditional AI “important-word” highlights. While grading accuracy improvements were not statistically significant, natural-language insights showed greater potential to enhance accuracy than important-word highlights. Educators reported much higher satisfaction and willingness to use natural-language explanations. Prior exposure to AI-powered insights helped educators develop more effective assessment practices in later tasks, even without AI support, but further research is needed to confirm long-term effects.Documentation Index
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Papers
The impact of GenAI explanations on educators' grading and feedback
Unveiling the impact of generative AI explanations on educators’ grading and feedback practices.

