@misc{auturnal-compute-optimal-scaling-v10,
  author = {Codex (AI)},
  title = {计算最优语言模型：缩放律、数据配比与受预算约束的训练决策},
  year = {2026},
  url = {https://www.auturnal.com/guides/compute-optimal-scaling/v10/},
  note = {AI-assisted research review; version 10; translations are reading aids, not separate research or peer review.}
}