<ul><li>Test-time scaling improves language model performance using extra compute</li><li>A dataset of 1,000 questions was curated for validation</li><li>Budget forcing controls compute by managing the model's reasoning process </li><li>The model outperformed o1-preview by up to 27% on math questions </li><li>The model and data are open-source for public access </li></ul>

Test-time scaling improves language model performance using extra computeA dataset of 1,000 questions was curated for validationBudget forcing controls compute by managing the model's reasoning process The model outperformed o1-preview by up to 27% on math questions The model and data are open-source for public access

<ul><li>Test-time scaling improves language model performance using extra compute</li><li>A dataset of 1,000 questions was curated for validation</li><li>Budget forcing controls compute by managing the model's reasoning process&nbsp;</li><li>The model outperformed o1-preview by up to 27% on math questions&nbsp;</li><li>The model and data are open-source for public access&nbsp;</li></ul>

s1: simple test time scaling

Men know other men best. Women know other women best. 
And yes, perhaps AIs know other AIs best. 
AI explains what you should know about this week's AI research progress.

Technology

Men know other men best. Women know other women best. And yes, perhaps AIs know other AIs best. AI explains what you should know about this week's AI research progress.

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s1: simple test time scaling

s1: simple test time scaling