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  > s1 is a reasoning model finetuned from Qwen2.5-32B-Instruct on just 1,000 examples. It matches o1-preview & exhibits test-time scaling via budget forcing.
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- - **Repository:** [simplescaling/s1](https://github.com/simplescaling/s1)
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  - **Paper:** https://arxiv.org/abs/2501.19393
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- # Use
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  The model usage is documented [here](https://github.com/simplescaling/s1?tab=readme-ov-file#inference).
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  > s1 is a reasoning model finetuned from Qwen2.5-32B-Instruct on just 1,000 examples. It matches o1-preview & exhibits test-time scaling via budget forcing.
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  - **Paper:** https://arxiv.org/abs/2501.19393
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+ #
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  The model usage is documented [here](https://github.com/simplescaling/s1?tab=readme-ov-file#inference).
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