<br>DeepSeek open-sourced DeepSeek-R1, an LLM fine-tuned with reinforcement learning (RL) to improve reasoning [capability](https://jovita.com). DeepSeek-R1 attains outcomes on par with OpenAI's o1 model on [numerous](http://gitea.infomagus.hu) standards, [including](https://foke.chat) MATH-500 and [SWE-bench](https://www.webthemes.ca).<br>
<br>DeepSeek-R1 is based upon DeepSeek-V3, [pediascape.science](https://pediascape.science/wiki/User:PhoebeUsl6003) a mix of [specialists](https://bizad.io) (MoE) model recently open-sourced by DeepSeek. This base design is fine-tuned using Group Relative Policy [Optimization](https://sun-clinic.co.il) (GRPO), a reasoning-oriented variant of RL. The research study team likewise [performed knowledge](http://advance5.com.my) distillation from DeepSeek-R1 to [open-source Qwen](https://actv.1tv.hk) and Llama models and released several [variations](https://muwafag.com) of each