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arXiv 1806.07239cs.LOcs.AI
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PaMpeR:Isabelle/HOL的证明方法推荐系统

PaMpeR: Proof Method Recommendation System for Isabelle/HOL

Czech Technical University in Prague(布拉格捷克理工大学);University of Innsbruck(因斯布鲁克大学);University of Sydney(悉尼大学)

Yutaka Nagashima, Yilun He

摘要:

决定哪个子工具用于给定的证明状态需要每个ITP特有的专业知识。为了缓解这个问题,我们提出了PaMpeR,Isabelle/HOL的证明方法推荐系统。给定一个证明状态,PaMpeR推荐证明方法来实现证明目标,并提供定性解释说明为什么它建议这些方法。PaMpeR基于现有的手写证明语料库生成这些建议,从而将经验丰富的用户的专业知识转移给新用户。我们的评估表明,PaMpeR正确地预测有经验的用户的证明方法调用,特别是当它涉及到特殊用途的证明方法。

英文摘要:

Deciding which sub-tool to use for a given proof state requires expertise specific to each ITP. To mitigate this problem, we present PaMpeR, a Proof Method Recommendation system for Isabelle/HOL. Given a proof state, PaMpeR recommends proof methods to discharge the proof goal and provides qualitative explanations as to why it suggests these methods. PaMpeR generates these recommendations based on existing hand-written proof corpora, thus transferring experienced users' expertise to new users. Our evaluation shows that PaMpeR correctly predicts experienced users' proof methods invocation especially when it comes to special purpose proof methods.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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