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Independent Researcher
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Grading Scratch programs just got easier: Raven uses LLMs to watch student-created videos and automatically assess whether they meet the assignment's goals.
Multimodal repair isn't always worth the cost: selectively escalating to multimodal prompting based on runtime signals in Scratch yields a better success-cost-energy tradeoff than uniformly applying it.
