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It's Complicated: Factors Influencing the Effectiveness of LLM-Generated Feedback in a Live Programming Course
We report on three iterations of an LLM-generated feedback system deployed in a live web development course, spanning three underlying models and three feedback formats. We ask how feedback presence and its characteristics (length, complexity, format) relate to student performance, whether prior fee
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