Evidence item
Reasoning performance on benchmarks like AIME scales roughly log-linearly with thinking tokens. DIRECT_TEXT
Source: Reasoning Models & Test-Time Compute – awesome-ai-interviews · locator {} · excerpt hash sha256:619a2a379ee8207468c80c1483ed2b5805ba61674ae900bceec2e5bcef0103b3
Exact excerpt
OpenAI’s work on o1 showed that reasoning model performance on benchmarks like AIME (math competition) scales roughly log-linearly with the number of thinking tokens: More thinking tokens → better performance
Linked claims
| Claim | Direction | Relevance | Steps | Counted |
|---|---|---|---|---|
| 8c435b19 | SUPPORT | STRONG | 1 | yes |
Audits
None.