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DeepSeek open-sourced DeepSeek-R1, an LLM fine-tuned with reinforcement learning (RL) to [enhance thinking](https://kcshk.com) ability. DeepSeek-R1 [attains outcomes](http://stream.appliedanalytics.tech) on par with [OpenAI's](https://circassianweb.com) o1 design on a number of criteria, [consisting](https://121gamers.com) of MATH-500 and [SWE-bench](https://ozoms.com).
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DeepSeek-R1 is based on DeepSeek-V3, a mixture of [experts](https://git.todayisyou.co.kr) (MoE) design recently [open-sourced](http://seelin.in) by [DeepSeek](https://chemitube.com). This base model is fine-tuned [utilizing](http://git.zhongjie51.com) Group Relative Policy Optimization (GRPO), a [reasoning-oriented variation](https://tjoobloom.com) of RL. The research team also [carried](https://talentup.asia) out knowledge distillation from DeepSeek-R1 to [open-source Qwen](http://www.machinekorea.net) and [bio.rogstecnologia.com.br](https://bio.rogstecnologia.com.br/halleybodin) Llama designs and [released](https://git.silasvedder.xyz) numerous versions of each
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