Conjectures, Tests and Proofs: An Overview of Theory Exploration
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Abstract (arXiv)
A key component of mathematical reasoning is the ability to formulate interesting conjectures about a problem domain at hand. In this paper, we give a brief overview of a theory exploration system called QuickSpec, which is able to automatically discover interesting conjectures about a given set of functions. QuickSpec works by interleaving term generation with random testing to form candidate conjectures. This is made tractable by starting from small sizes and ensuring that only terms that are irreducible with respect to already discovered conjectures are considered. QuickSpec has been successfully applied to generate lemmas for automated inductive theorem proving as well as to generate specifications of functional programs. We give an overview of typical use-cases of QuickSpec, as well as demonstrating how to easily connect it to a theorem prover of the user's choice.
Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 4 of its 28 references that are in the map. First posted on arXiv 7 Sep 2021.
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References · 4
- 2020First Neural Conjecturing Datasets and Experimentscited by 26
- 2013Proof-Pattern Recognition and Lemma Discovery in ACL2cited by 3
- 2014Hipster: Integrating Theory Exploration in a Proof Assistantcited by 2
- 2021Formalizing Graph Trail Properties in Isabelle/HOLcited by 2
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