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Formal Math Reasoning

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We research the intersection of Large Language Models and Formal Verification. Our goal is to bridge natural language mathematics and machine-verifiable proofs through autoformalisation.


Publications

Project Description Venue Links
DRIFT Decomposing informal mathematical statements into smaller, more tractable sub-components improves autoformalisation performance, especially on out-of-distribution benchmarks. ICLR 2026 Paper · Code
TopoAlign TopoAlign unlocks widely available code repositories as training resources for Math LLMs by structurally aligning code to formal mathematical statements. Preprint Paper · Code
Conjecturing Conjecturing is an overlooked step in formal mathematical reasoning with LLMs and introduce ConjectureBench to evaluate conjecture generation across three settings: as a standalone task, during autoformalisation, and during proving. Preprint Paper · Code

Tools

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LeanFlow A Python interface for Lean 4 enabling programmatic interaction and proof verification. Code

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