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6 changes: 4 additions & 2 deletions README.md
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Expand Up @@ -53,7 +53,8 @@ we introduce DeepSeek-R1, which incorporates cold-start data before RL.
DeepSeek-R1 achieves performance comparable to OpenAI-o1 across math, code, and reasoning tasks.
To support the research community, we have open-sourced DeepSeek-R1-Zero, DeepSeek-R1, and six dense models distilled from DeepSeek-R1 based on Llama and Qwen. DeepSeek-R1-Distill-Qwen-32B outperforms OpenAI-o1-mini across various benchmarks, achieving new state-of-the-art results for dense models.

**NOTE: Before running DeepSeek-R1 series models locally, we kindly recommend reviewing the [Usage Recommendation](#usage-recommendations) section.**
> [!NOTE]
> Before running DeepSeek-R1 series models locally, we kindly recommend reviewing the [Usage Recommendation](#usage-recommendations) section.

<p align="center">
<img width="80%" src="figures/benchmark.jpg">
Expand Down Expand Up @@ -180,7 +181,8 @@ We also provide OpenAI-Compatible API at DeepSeek Platform: [platform.deepseek.c

Please visit [DeepSeek-V3](https://github.com/deepseek-ai/DeepSeek-V3) repo for more information about running DeepSeek-R1 locally.

**NOTE: Hugging Face's Transformers has not been directly supported yet.**
> [!NOTE]
> Hugging Face's Transformers has not been directly supported yet.

### DeepSeek-R1-Distill Models

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