Wrapping LLM generation in a loop that repairs until a production SysMLv2 checker reports zero errors lifts benchmark conformance from 51.16% single-shot to 100%, in at most 8 attempts per case.
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Natural-Language to SysMLv2 Translation via Conformance-Driven Iterative Refinement
Wrapping LLM generation in a loop that repairs until a production SysMLv2 checker reports zero errors lifts benchmark conformance from 51.16% single-shot to 100%, in at most 8 attempts per case.