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DeepSeek open-sourced DeepSeek-R1, an LLM fine-tuned with [reinforcement learning](https://gitea.xiaolongkeji.net) (RL) to improve thinking ability. DeepSeek-R1 attains results on par with OpenAI's o1 design on a number of benchmarks, consisting of MATH-500 and SWE-bench.
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DeepSeek-R1 is based on DeepSeek-V3, a mixture of professionals (MoE) model recently open-sourced by DeepSeek. This base model is fine-tuned utilizing Group Relative Policy Optimization (GRPO), a [reasoning-oriented](http://www.xn--9m1b66aq3oyvjvmate.com) version of RL. The research study group also carried out knowledge distillation from DeepSeek-R1 to [open-source](https://gitlab.rail-holding.lt) Qwen and Llama models and released several variations of each
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