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<br>DeepSeek open-sourced DeepSeek-R1, an LLM fine-tuned with [reinforcement learning](http://investicos.com) (RL) to improve reasoning ability. DeepSeek-R1 [attains](https://jobs.ofblackpool.com) results on par with [OpenAI's](http://web.joang.com8088) o1 model on numerous benchmarks, consisting of MATH-500 and [archmageriseswiki.com](http://archmageriseswiki.com/index.php/User:RosieG65174) SWE-bench.<br> |
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<br>DeepSeek-R1 is based on DeepSeek-V3, a mixture of experts (MoE) design recently open-sourced by DeepSeek. This base design is fine-tuned utilizing Group Relative Policy [Optimization](https://lovn1world.com) (GRPO), a [reasoning-oriented variant](https://familytrip.kr) of RL. The research study group also [performed knowledge](https://gitea.taimedimg.com) distillation from DeepSeek-R1 to [open-source Qwen](https://git.cnpmf.embrapa.br) and [Llama models](http://git.zhiweisz.cn3000) and launched a number of variations of each |
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