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Given the continuing interest in R1 (and DeepSeek in general), the following report provides insights into s1 and DeepSeek-R1 that you may find valuable:

From Brute Force to Brain Power: How Stanford's s1 Surpasses DeepSeek-R1

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5130864

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