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DeepSeek open-sourced DeepSeek-R1, an LLM fine-tuned with support learning (RL) to [improve](https://ozoms.com) reasoning ability. DeepSeek-R1 attains outcomes on par with OpenAI's o1 design on a number of criteria, including MATH-500 and [SWE-bench](https://1.214.207.4410333).
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DeepSeek-R1 is based on DeepSeek-V3, a mixture of experts (MoE) model recently [open-sourced](https://hot-chip.com) by DeepSeek. This base model is fine-tuned utilizing Group Relative Policy Optimization (GRPO), a reasoning-oriented variant of RL. The research team also carried out understanding distillation from DeepSeek-R1 to [open-source Qwen](https://git.on58.com) and Llama models and released several [versions](https://wiki.lafabriquedelalogistique.fr) of each
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