DeepSeek has released the open-source reasoning model, DeepSeek R1, trained using a novel reinforcement learning approach that prioritizes reasoning traces over simple next-token prediction. This innovative training, detailed in a companion paper, results in a model capable of complex reasoning tasks while offering various sizes for diverse computational resources.