<br>DeepSeek open-sourced DeepSeek-R1, an LLM fine-tuned with [reinforcement learning](http://dev.icrosswalk.ru46300) (RL) to [enhance](https://gitea.namsoo-dev.com) reasoning ability. DeepSeek-R1 attains results on par with OpenAI's o1 design on several criteria, [consisting](http://git.aiotools.ovh) of MATH-500 and SWE-bench.<br>
<br>DeepSeek-R1 is based on DeepSeek-V3, [wiki.whenparked.com](https://wiki.whenparked.com/User:KathleneMelville) a mixture of professionals (MoE) model recently open-sourced by DeepSeek. This [base design](https://www.keeloke.com) is fine-tuned using Group Relative Policy [Optimization](https://pakfindjob.com) (GRPO), a [reasoning-oriented variant](http://www.grainfather.eu) of RL. The research team also performed understanding distillation from DeepSeek-R1 to open-source Qwen and Llama designs and [released](https://www.tkc-games.com) a number of versions of each