DeepSeek open-sourced DeepSeek-R1, an LLM fine-tuned with reinforcement learning (RL) to enhance thinking capability. DeepSeek-R1 attains results on par with OpenAI’s o1 design on several benchmarks, including MATH-500 and SWE-bench.

DeepSeek-R1 is based upon DeepSeek-V3, a mixture of experts (MoE) model just recently open-sourced by DeepSeek. This base design is fine-tuned utilizing Group Relative Policy Optimization (GRPO), genbecle.com a reasoning-oriented version of RL. The research team likewise performed understanding distillation from DeepSeek-R1 to open-source Qwen and wiki.vst.hs-furtwangen.de Llama designs and launched numerous versions of each