DeepSeek open-sourced DeepSeek-R1, an LLM fine-tuned with support knowing (RL) to improve reasoning ability. DeepSeek-R1 attains outcomes on par with OpenAI's o1 design on several standards, including MATH-500 and SWE-bench.

DeepSeek-R1 is based upon DeepSeek-V3, a mixture of experts (MoE) design recently open-sourced by DeepSeek. This base model is fine-tuned using Group Relative Policy Optimization (GRPO), surgiteams.com a reasoning-oriented variation of RL. The research team also performed understanding distillation from DeepSeek-R1 to open-source Qwen and it-viking.ch Llama models and released numerous variations of each