Introduces AMPLE-Math (5,319 problems, six matched reasoning views) to isolate exactly how much a privileged reference solution adds beyond plain reference-free distillation, finding the extra benefit is model- and rollout-mode dependent and often modest — a rigorous ablation of a widely-assumed technique.