Naturalprover: Grounded mathematical proof generation with language models

S Welleck, J Liu, X Lu, H Hajishirzi… - Advances in Neural …, 2022 - proceedings.neurips.cc
Theorem proving in natural mathematical language–the mixture of symbolic and natural
language used by humans–plays a central role in mathematical advances and education …

Magnushammer: A transformer-based approach to premise selection

M Mikuła, S Tworkowski, S Antoniak… - arXiv preprint arXiv …, 2023 - arxiv.org
This paper presents a novel approach to premise selection, a crucial reasoning task in
automated theorem proving. Traditionally, symbolic methods that rely on extensive domain …

Introduction to mathematical language processing: Informal proofs, word problems, and supporting tasks

J Meadows, A Freitas - Transactions of the Association for …, 2023 - direct.mit.edu
Automating discovery in mathematics and science will require sophisticated methods of
information extraction and abstract reasoning, including models that can convincingly …

A survey in mathematical language processing

J Meadows, A Freitas - arXiv preprint arXiv:2205.15231, 2022 - arxiv.org
Informal mathematical text underpins real-world quantitative reasoning and communication.
Developing sophisticated methods of retrieval and abstraction from this dual modality is …

A Survey on Deep Learning for Theorem Proving

Z Li, J Sun, L Murphy, Q Su, Z Li, X Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
Theorem proving is a fundamental aspect of mathematics, spanning from informal reasoning
in mathematical language to rigorous derivations in formal systems. In recent years, the …

[PDF][PDF] Formal premise selection with language models

Y Wu - Conference on Artificial Intelligence and Theorem …, 2022 - aitp-conference.org
Premise selection, the problem of selecting a useful premise to prove a new theorem, is an
essential part of theorem proving. Existing language models cannot access knowledge …

Application of AI to formal methods--an analysis of current trends

S Stock, J Dunkelau, A Mashkoor - arXiv preprint arXiv:2411.14870, 2024 - arxiv.org
With artificial intelligence (AI) being well established within the daily lives of research
communities, we turn our gaze toward an application area that appears intuitively unsuited …

[PDF][PDF] Machine Learning for Heuristic Optimisation and Premise Selection in Automated Theorem Proving

EK Holden - 2023 - pure.manchester.ac.uk
The proof of a mathematical statement is a logical argument that establishes the statement's
truth [Ecc97]. A logical argument is formed by a sequence of implications starting from a set …