DeepSeek-R1: Revolutionizing AI Reasoning Through Reinforcement Learning

# DeepSeek-R1: Enhancing Reasoning in Large Language Models via Reinforcement Learning ## Abstract DeepSeek-R1 is an advanced large language model (LLM) developed by DeepSeek-AI that leverages reinforcement learning (RL) to autonomously evolve reasoning capabilities without heavy reliance on human-annotated data. The model demonstrates remarkable improvements in mathematical reasoning, code generation, and a variety of academic benchmarks—for instance, achieving an accuracy of 77.9% on the AIME 2024 math competition, up from an initial 15.6%. This article details the training methodology, experimental results, engineering insights, and limitations of DeepSeek-R1, along with open-source resources for replication. ## 1. Introduction Reasoning capability is a …