diff --git a/benchmark/deepseek_v3/README.md b/benchmark/deepseek_v3/README.md
index ff2769f1e..abcfae55d 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 [DeepSeek Model Optimizations in SGLang](https://docs.sglang.io/basic_usage/deepseek.html).
+For optimizations made on the DeepSeek series models regarding SGLang, please refer to [DeepSeek V3/V3.1/R1 Model Optimizations in SGLang](https://docs.sglang.io/basic_usage/deepseek_v3.html#optimizations).
 
 ## Installation & Launch