DeepSeek open-sourced DeepSeek-R1, surgiteams.com an LLM fine-tuned with support knowing (RL) to enhance reasoning capability. DeepSeek-R1 attains results on par with OpenAI’s o1 model on numerous standards, including MATH-500 and SWE-bench.

DeepSeek-R1 is based upon DeepSeek-V3, a mix of specialists (MoE) model recently open-sourced by DeepSeek. This base model is fine-tuned utilizing Group Relative Policy Optimization (GRPO), a reasoning-oriented variation of RL. The research group also performed knowledge distillation from DeepSeek-R1 to open-source Qwen and Llama models and released a number of versions of each