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DeepSeek open-sourced DeepSeek-R1, an LLM fine-tuned with reinforcement learning (RL) to improve reasoning capability. DeepSeek-R1 attains results on par with OpenAI's o1 model on numerous criteria, including MATH-500 and [SWE-bench](http://flexchar.com).
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DeepSeek-R1 is based on DeepSeek-V3, a mixture of specialists (MoE) model just recently open-sourced by DeepSeek. This base model is fine-tuned using Group Relative Policy Optimization (GRPO), a reasoning-oriented variation of RL. The research study group likewise performed understanding distillation from DeepSeek-R1 to open-source Qwen and Llama designs and [launched numerous](https://git.chocolatinie.fr) variations of each
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