Scaling LLM Test-Time Compute Optimally Can be More Effective than Scaling Parameters for Reasoning

C. Snell, Jaehoon Lee, Kelvin Xu, Aviral Kumar
2/12/2026

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@article{snell2026scaling,
  title  = {Scaling LLM Test-Time Compute Optimally Can be More Effective than Scaling Parameters for Reasoning},
  author = {C. Snell and Jaehoon Lee and Kelvin Xu and Aviral Kumar},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:3eb116c1934dcff731a6d68a8e64115f6c00b369},
  journal = {ICLR 2025 2025}
}

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