Repairing LLM-Generated Specifications with Deterministic Diagnosis.

arXiv:2610.22568v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly used as formalizers: given a reasoning problem expressed in natural language, they produce a formal specification that a symbolic solver can then solve, with guarante