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MUELRASON1
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Merge 152c1f3d7331c5dc60500089380bd1beff4dec42 into 95aaec702f4bf183e18da90545e26c094cedcf6d 2025-02-24 14:38:49 +08:00
DeepSeekDDM
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MUELRASON1
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cff-version: 1.2.0
message: "If you use this work, please cite it using the following metadata."
title: "DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning"
authors:
- name: "DeepSeek-AI"
year: 2025
identifiers:
- type: doi
value: 10.48550/arXiv.2501.12948
- type: arXiv
value: 2501.12948
url: "https://arxiv.org/abs/2501.12948"
categories:
- "cs.CL"
repository-code: "https://github.com/deepseek-ai/DeepSeek-R1"
license: "MIT"
abstract: >
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 intriguing reasoning behaviors. However, it encounters challenges such as poor readability, and language mixing. To address these issues and further enhance reasoning performance, we introduce DeepSeek-R1, which incorporates multi-stage training and cold-start data before RL. DeepSeek-R1 achieves performance comparable to OpenAI-o1-1217 on reasoning tasks. To support the research community, we open-source DeepSeek-R1-Zero, DeepSeek-R1, and six dense models (1.5B, 7B, 8B, 14B, 32B, 70B) distilled from DeepSeek-R1 based on Qwen and Llama.

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