diff --git a/benchmark/deepseek_v3/README.md b/benchmark/deepseek_v3/README.md
index a4f5bf854..d14a8d556 100644
--- a/benchmark/deepseek_v3/README.md
+++ b/benchmark/deepseek_v3/README.md
@@ -4,7 +4,7 @@ The SGLang and DeepSeek teams collaborated to get DeepSeek V3 FP8 running on NVI
 
 Special thanks to Meituan's Search & Recommend Platform Team and Baseten's Model Performance Team for implementing the model, and DataCrunch for providing GPU resources.
 
-For optimizations made on the DeepSeek series models regarding SGLang, please refer to https://sgl-project.github.io/references/deepseek.html
+For optimizations made on the DeepSeek series models regarding SGLang, please refer to [DeepSeek Model Optimizations in SGLang](https://sgl-project.github.io/references/deepseek.html).
 
 ## Hardware Recommendation
 - 8 x NVIDIA H200 GPUs