Believed human feedback boosts time on task in coding tutorials compared to AI feedback with matched timing, but disbelief in human attribution leads to poorer outcomes than transparent AI feedback.
How does artificial intelligence compare to human feedback? A meta-analysis of perfor- mance, feedback perception, and learning dispositions
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Same Feedback, Different Source: How AI vs. Human Feedback Attribution and Credibility Shape Learner Behavior in Computing Education
Believed human feedback boosts time on task in coding tutorials compared to AI feedback with matched timing, but disbelief in human attribution leads to poorer outcomes than transparent AI feedback.