DeepSeek-R1-通过以下方式激励LLMs中的推理能力强化学习（英文版）

We introduce our first-generation reasoning models, DeepSeek-R1-Zero and DeepSeek-R1.DeepSeek-R1-Zero, a model trained via large-scale reinforcement learning (RL) without supervised fine-tuning (SFT) as a preliminary step, demonstrates remarkable reasoning capabilities.Through RL, DeepSeek-R1-Zero naturally emerges with numerous powerful and intriguingreasoning behaviors. However, it encounters challenges such as poor readability, and language mixing. To address these issues and further enha