# When Does Structured Knowledge Help Neural Theorem Proving?

Source: https://arxiv.org/abs/2609.34460
Published: 2026-09-28
Status: unreviewed source report

## Source excerpt (up to 25 words)

> Does structured mathematical knowledge help LLMs prove theorems in Lean 4? If so, for which models, and does the answer vary by problem? Formal libraries

## Review question

Inspect the formal statement, imported axioms, admitted lemmas, checker version and correspondence with the informal theorem. A successful compiler exit alone does not prove that the intended question was formalized.

No independent proof check or claim of peer review.