Tag
ModelEquivBench is a certifying multi-relational evaluation system for LLM-generated optimization models, reporting per-pair semantic profiles across seven equivalence relations instead of a single accuracy score. It evaluates GPT-5.4, Claude Sonnet 4.6, and Qwen3.5-397B-A17B on a fixed benchmark, revealing stage-wise failures that coarse baselines miss.