Tencent Technical Engineering
Feb 21, 2025 · Artificial Intelligence
DeepSeek-R1: Enhancing Reasoning Capabilities in LLMs via Reinforcement Learning
DeepSeek‑R1 demonstrates that large‑scale reinforcement learning, especially with the novel Group Relative Policy Optimization and a rule‑based reward scheme, can markedly boost reasoning in LLMs without heavy supervised fine‑tuning, while a brief cold‑start SFT phase, two‑stage alignment, and knowledge distillation further improve performance and efficiency, despite remaining challenges such as language mixing.
DeepSeek-R1GRPOLLM Reasoning
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