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By identifying which components are indispensable, \framework provides a principled basis for prompt compression and structural analysis of few-shot exemplars, and provides a principled basis for prompt compression and structural analysis of few-shot exemplars.
A few-shot learning approach is developed and a small subset of question types accounts for the majority of student inquiries, and that the types of questions students ask change substantially as the task progresses.
Existing Parsons problem tools primarily focus on correctness, indicating whether a student solved a problem, but providing limited visibility into the underlying problem-solving process. We address this gap by introducing Pulla, a Parsons problem tool that instruments programming assignments to capture fine-grained in...
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