Formal mathematical reasoning: A new frontier in ai
AI for Mathematics (AI4Math) is not only intriguing intellectually but also crucial for AI-driven
discovery in science, engineering, and beyond. Extensive efforts on AI4Math have mirrored …
discovery in science, engineering, and beyond. Extensive efforts on AI4Math have mirrored …
Romath: A mathematical reasoning benchmark in romanian
Mathematics has long been conveyed through natural language, primarily for human
understanding. With the rise of mechanized mathematics and proof assistants, there is a …
understanding. With the rise of mechanized mathematics and proof assistants, there is a …
Autoformalize mathematical statements by symbolic equivalence and semantic consistency
Autoformalization, the task of automatically translating natural language descriptions into a
formal language, poses a significant challenge across various domains, especially in …
formal language, poses a significant challenge across various domains, especially in …
Automated Reasoning for Mathematics
J Avigad - International Joint Conference on Automated …, 2024 - Springer
Throughout the history of automated reasoning, mathematics has been viewed as a
prototypical domain of application. It is therefore surprising that the technology has had …
prototypical domain of application. It is therefore surprising that the technology has had …
A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges
Mathematical reasoning, a core aspect of human cognition, is vital across many domains,
from educational problem-solving to scientific advancements. As artificial general …
from educational problem-solving to scientific advancements. As artificial general …
PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs
While recent AI-for-math has made strides in pure mathematics, areas of applied
mathematics, particularly PDEs, remain underexplored despite their significant real-world …
mathematics, particularly PDEs, remain underexplored despite their significant real-world …
From Informal to Formal--Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs
The research in AI-based formal mathematical reasoning has shown an unstoppable growth
trend. These studies have excelled in mathematical competitions like IMO, showing …
trend. These studies have excelled in mathematical competitions like IMO, showing …
Autoformalizing Euclidean Geometry
Autoformalization involves automatically translating informal math into formal theorems and
proofs that are machine-verifiable. Euclidean geometry provides an interesting and …
proofs that are machine-verifiable. Euclidean geometry provides an interesting and …
RAG-Verus: Repository-Level Program Verification with LLMs using Retrieval Augmented Generation
S Zhong, J Zhu, Y Tian, X Si - arxiv preprint arxiv:2502.05344, 2025 - arxiv.org
Scaling automated formal verification to real-world projects requires resolving cross-module
dependencies and global contexts, which are challenges overlooked by existing function …
dependencies and global contexts, which are challenges overlooked by existing function …
Compositional Neuro-Symbolic Reasoning over Natural Language
N Weir - 2024 - jscholarship.library.jhu.edu
Much of classical artificial intelligence in the tradition of McCarthy (1959) pursued symbolic
theorem proving over carefully hand-crafted ontologies of facts and rules. Due to challenges …
theorem proving over carefully hand-crafted ontologies of facts and rules. Due to challenges …