mlsanityData to 13 Oct 2026

PaMpeR: Proof Method Recommendation System for Isabelle/HOL

arXiv 1806.07239 ↗First posted 19 Jun 2018cs.LO cs.AIcited by 7

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Abstract (arXiv)

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.

Key facts. Cited by 7 papers in the map (data through 13 Oct 2026). First posted on arXiv 19 Jun 2018.

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Citing papers per year: 2021: 2; 2022: 1; 2023: 2; 2024: 1; 2025: 0; 2026: 1.

7 papers.