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

DeepSeek-R1 is based upon DeepSeek-V3, a mix of experts (MoE) model recently open-sourced by DeepSeek. This base design is fine-tuned utilizing Group Relative Policy Optimization (GRPO), a reasoning-oriented variant of RL. The research study team likewise performed understanding distillation from DeepSeek-R1 to open-source Qwen and pediascape.science Llama designs and launched numerous variations of each