diff --git a/README.md b/README.md
index 6fbb3ae..75bf961 100644
--- a/README.md
+++ b/README.md
@@ -25,7 +25,7 @@ See the release for a 27M params model on enwik8 with 0.72 BPC(dev). Run run.py
 Fine-tuning & training:
 https://github.com/BlinkDL/RWKV-LM/tree/main/RWKV-v2-RNN
 
-Note: change 1e-15 to 1e-9 in https://github.com/BlinkDL/RWKV-LM/blob/main/RWKV-v2-RNN/src/model.py and https://github.com/BlinkDL/RWKV-LM/blob/main/RWKV-v2-RNN/src/model_run.py and probably you need other changes as well. You can compare the output with the latest code ( https://github.com/BlinkDL/RWKV-v2-RNN-Pile ) to verify it.
+Note: For fine-tuning the Pile model, change 1e-15 to 1e-9 in https://github.com/BlinkDL/RWKV-LM/blob/main/RWKV-v2-RNN/src/model.py and https://github.com/BlinkDL/RWKV-LM/blob/main/RWKV-v2-RNN/src/model_run.py and probably you need other changes as well. You can compare the output with the latest code ( https://github.com/BlinkDL/RWKV-v2-RNN-Pile ) to verify it.
 
 ## How it works