# Beyond Solver Verdicts: Generative Reward Models for Autoformalization

Source: https://arxiv.org/abs/2609.11085
Published: 2026-09-10
Status: unreviewed source report

## Source excerpt (up to 25 words)

> Neurosymbolic systems rely on mathematical solvers to guarantee reasoning correctness, yet solvers are fundamentally blind to whether a formal translation maintains strict reference-equivalence to a

## 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.