diff --git a/README.md b/README.md
index c6ea85a..8fcef26 100644
--- a/README.md
+++ b/README.md
@@ -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">
@@ -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