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English(EN) SocraticRepair: Planning-Guided Socratic Tutoring for Program Debugging and Misconception Repair

新的SocraticRepair框架改进了LLM编程辅导

研究人员开发了SocraticRepair,一个旨在提高大型语言模型在程序调试方面的苏格拉底式辅导能力的新框架。该框架通过采用规划引导的方法,解决了LLM过快泄露解决方案的常见问题。SocraticRepair通过在Python编程域内的合成对话上对Qwen2.5-Coder-7B-Instruct模型进行微调来实现。评估表明,SocraticRepair提供了更优的逐步脚手架和问题质量,同时显著减少了过早泄露解决方案的情况,尽管在可靠的教学计划生成方面仍存在挑战。 AI

影响 这项研究可能带来更有效的AI编程导师,通过指导学生而不泄露答案来改善教育成果。

排序理由 该集群包含一篇详细介绍AI辅助教育新框架和模型微调的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.AI 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。 我们如何撰写摘要 →

新的SocraticRepair框架改进了LLM编程辅导

本文如何被排名

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19 / 100
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Tool
该集群包含一篇详细介绍AI辅助教育新框架和模型微调的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]
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Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
paper, model release
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High
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Breaking (< 6h)
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完整方法见我们的编辑标准。

报道来源 [1]

  1. arXiv cs.AI TIER_1 English(EN) · Mykhailo Kopytskyi, Jianhua Yang, Mir Seyedebrahimi ·

    SocraticRepair:面向程序调试和误解修复的引导式苏格拉底式辅导

    arXiv:2610.15204v1 Announce Type: new Abstract: Large language models are increasingly used in computer science education. However, the teaching abilities of even the most powerful LLMs are limited: they tend to reveal the solution prematurely and may lose focus on the learner's …