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[DeepSeek open-sourced](http://gitlab.xma1.de) DeepSeek-R1, an LLM fine-tuned with support knowing (RL) to improve reasoning [ability](https://git.o-for.net). DeepSeek-R1 attains outcomes on par with [OpenAI's](http://121.40.114.1279000) o1 design on several standards, [including](http://47.107.126.1073000) MATH-500 and [SWE-bench](https://git.joystreamstats.live).
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DeepSeek-R1 is based upon DeepSeek-V3, a mixture of [experts](https://git.fandiyuan.com) (MoE) design recently open-sourced by DeepSeek. This base model is fine-tuned using Group Relative Policy [Optimization](http://120.77.2.937000) (GRPO), [surgiteams.com](https://surgiteams.com/index.php/User:Mirta17E66502287) a [reasoning-oriented variation](http://120.201.125.1403000) of RL. The research team also performed understanding distillation from DeepSeek-R1 to open-source Qwen and [it-viking.ch](http://it-viking.ch/index.php/User:Muhammad9849) Llama models and released numerous variations of each
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