Why Benchmark Scores Don't Transfer to Production There is a number that looks good in every model card. MMLU. HumanEval. MATH. MT-Bench. Pick your benchmark, and there is a score attached to it that someone, somewhere, used to make a procurement or ... AI benchmark evaluation production gap AI benchmark limitations LLM evaluation program frontier model benchmarking human-in-the-loop evaluation managed AI evaluation post-training evaluation