cs.AI updates on arXiv.org 09月15日
AI辅助编程:新型平台与学生学习互动
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本文提出一种新型AI编程平台,旨在提升学生通过自然语言与AI模型交互的能力。分析900多名学生使用该平台的数据,发现高参与度和多轮对话中的有效使用,同时促进学生批判性思维。

arXiv:2503.04267v2 Announce Type: replace-cross Abstract: Computing students increasingly rely on generative AI tools for programming assistance, often without formal instruction or guidance. This highlights a need to teach students how to effectively interact with AI models, particularly through natural language prompts, to generate and critically evaluate code for solving computational tasks. To address this, we developed a novel platform for prompt programming that enables authentic dialogue-based interactions, supports problems involving multiple interdependent functions, and offers on-request execution of generated code. Data analysis from over 900 students in an introductory programming course revealed high engagement, with the majority of prompts occurring within multi-turn dialogues. Problems with multiple interdependent functions encouraged iterative refinement, with progression graphs highlighting several common strategies. Students were highly selective about the code they chose to test, suggesting that on-request execution of generated code promoted critical thinking. Given the growing importance of learning dialogue-based programming with AI, we provide this tool as a publicly accessible resource, accompanied by a corpus of programming problems for educational use.

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AI辅助编程 自然语言交互 学生学习 批判性思维
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