Introducing DeepSeek-R1: Advancing AI Reasoning with Reinforcement Learning A New Era in AI Reasoning The field of artificial intelligence is evolving rapidly, and reasoning capabilities are at the forefront of this transformation. DeepSeek AI introduces its latest innovation—DeepSeek-R1, a first-generation reasoning model built through large-scale reinforcement learning (RL). Alongside DeepSeek-R1, we also present DeepSeek-R1-Zero, an RL-trained model developed without supervised fine-tuning (SFT). Both models showcase impressive performance in reasoning tasks, marking a significant milestone in AI research. What Makes DeepSeek-R1 Special? DeepSeek-R1-Zero was trained purely with RL, bypassing the traditional SFT step. This approach allowed the model to naturally develop advanced reasoning behaviors, including self-verification, reflection, and structured problem-solving. However, challenges such as repetition and language inconsistencies emerged. To address these, we introduced...
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