Reasoning & Test-Time Compute · 2025

s1: Simple Test-Time Scaling

Niklas Muennighoff, Tatsunori Hashimoto

Shows strong o1-style reasoning can be reproduced from 1,000 curated traces plus 'budget forcing' (appending 'Wait') to control think-time, making test-time scaling cheap and transparent.

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Plain-language summary

Shows strong o1-style reasoning can be reproduced from 1,000 curated traces plus 'budget forcing' (appending 'Wait') to control think-time, making test-time scaling cheap and transparent.

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Record ID
P-636
Record created
2026-07-13
Last reviewed
2026-07-14
Record version
2

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