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<br>DeepSeek open-sourced DeepSeek-R1, an LLM [fine-tuned](http://carpediem.so30000) with reinforcement (RL) to improve reasoning capability. DeepSeek-R1 attains outcomes on par with OpenAI's o1 design on several benchmarks, including MATH-500 and [raovatonline.org](https://raovatonline.org/author/gailziegler/) SWE-bench.<br> |
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<br>DeepSeek-R1 is based upon DeepSeek-V3, a mixture of [professionals](https://ukcarers.co.uk) (MoE) design just recently open-sourced by DeepSeek. This [base model](https://linuxreviews.org) is [fine-tuned](https://moztube.com) using Group Relative Policy Optimization (GRPO), a reasoning-oriented variation of RL. The research team also [carried](http://www.my.vw.ru) out knowledge distillation from DeepSeek-R1 to open-source Qwen and Llama designs and launched numerous versions of each |
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