DeepSeek open-sourced DeepSeek-R1, an LLM fine-tuned with support learning (RL) to improve reasoning ability. DeepSeek-R1 attains outcomes on par with OpenAI's o1 design on numerous criteria, engel-und-waisen.de consisting of MATH-500 and setiathome.berkeley.edu SWE-bench.

DeepSeek-R1 is based upon DeepSeek-V3, a mix of specialists (MoE) model recently open-sourced by DeepSeek. This base design is fine-tuned using Group Relative Policy Optimization (GRPO), a reasoning-oriented variation of RL. The research study team likewise performed understanding distillation from DeepSeek-R1 to open-source Qwen and Llama models and launched several versions of each