diff --git a/README.md b/README.md
index 7c5b1e1..77c58d4 100644
--- a/README.md
+++ b/README.md
@@ -82,7 +82,7 @@ conda activate retriever
 bash retrieval_launch.sh
 ```
 
-(4) Run training with Qwen2.5-3b-Instruct.
+(4) Run RL training (PPO) with Llama-3.2-3b-base.
 ```bash
 conda activate searchr1
 bash train_ppo.sh