<br>[DeepSeek open-sourced](https://githost.geometrx.com) DeepSeek-R1, an [LLM fine-tuned](http://mtmnetwork.co.kr) with reinforcement knowing (RL) to improve reasoning capability. DeepSeek-R1 attains results on par with [OpenAI's](https://code.linkown.com) o1 design on a number of benchmarks, [hb9lc.org](https://www.hb9lc.org/wiki/index.php/User:KristineNestor1) consisting of MATH-500 and [SWE-bench](https://revinr.site).<br>
<br>DeepSeek-R1 is based on DeepSeek-V3, a mixture of experts (MoE) model recently open-sourced by DeepSeek. This base model is fine-tuned utilizing Group Relative Policy [Optimization](https://nursingguru.in) (GRPO), a reasoning-oriented variant of RL. The research team also carried out understanding distillation from DeepSeek-R1 to open-source Qwen and Llama designs and launched a number of variations of each