s1: Simple test-time scaling (arXiv:2501.19393)

Fields

id

sources/pap-eff-s1-budget-forcing

URL

https://arxiv.org/abs/2501.19393

Kind

blog

Accessed

2026-10-03

notes

arXiv:2501.19393. s1: Simple test-time scaling. By Niklas Muennighoff et al. (Stanford/UW). Submitted 2025-01-31. Simple test-time scaling method that improves reasoning by controlling compute at inference. 2026-10-10: Fetched https://arxiv.org/abs/2501.19393. Title: 's1: Simple test-time scaling'. Peer-reviewed venue confirmed: EMNLP 2025. Abstract confirms test-time scaling and budget forcing to control inference compute and improve reasoning.

Notes

arXiv:2501.19393. s1: Simple test-time scaling. By Niklas Muennighoff et al. (Stanford/UW). Submitted 2025-01-31. Simple test-time scaling method that improves reasoning by controlling compute at inference.

2026-10-10: Fetched https://arxiv.org/abs/2501.19393. Title: 's1: Simple test-time scaling'. Peer-reviewed venue confirmed: EMNLP 2025. Abstract confirms test-time scaling and budget forcing to control inference compute and improve reasoning.

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