Hard multiple-choice reasoning questions drawn from the public MMLU-Pro benchmark, spanning fourteen subjects from law and economics to physics, biology, and medicine. Each model answers the same questions, and answers are graded by exact match against the correct option. The recommended model is the cheapest one that clears the accuracy bar.