Reasoning & planning
s1: Simple test-time scaling
Explores a small reasoning dataset and inference-time compute controls as a recipe for test-time scaling.
Discovered 2026-10-21 · Sources checked 2026-10-21
This summary was generated with AI assistance.
Why it matters
Makes the relationship between inference compute and reasoning behavior easier to investigate.
What changed
Combines curated reasoning demonstrations with a mechanism for controlling the reasoning budget.
Where it helps
- Reasoning-budget experiments
- Supervised reasoning fine-tuning
Evidence & reproduction
Reproduction not evaluated. A linked paper or repository does not establish independent reproduction.
Limitations & open questions
Pub-AI has not independently evaluated this method. Consult the linked sources for their evaluation setup and limitations.
Sources
- s1: Simple test-time scaling ↗
arXiv · primary · Published 2025-01-31 · Checked 2026-10-21