# Transformed in Translation: Two-Stage Structural Uncertainty in LLM-Based Scientific Autoformalization

Source: https://arxiv.org/abs/2609.14808
Published: 2026-09-13
Status: unreviewed source report

## Source excerpt (up to 25 words)

> Scientific autoformalization turns verbal accounts into executable mathematics, but executable code does not settle which model has been constructed. We examine two sources of structural

## 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.