diff --git a/README.md b/README.md
index 72a816c..98f34ad 100644
--- a/README.md
+++ b/README.md
@@ -64,7 +64,7 @@ Note that, the manual and zero-shot results with * are referred from [LMFLow](ht
 <img src="https://github.com/chaoyi-wu/PMC-LLaMA/blob/main/figures/training_curve.png"/>
 
 ## Zero-shot Cases:
-Note that, due to train on the papers, PMC-LLaMA may generation some citation numbers and we dismiss them in the cases to show the main content.
+Note that, due to train on the papers, PMC-LLaMA may generate some citation numbers(LLaMA somtimes will do this as well)and we dismiss them in the cases to show the main content.
 
 <img src="https://github.com/chaoyi-wu/PMC-LLaMA/blob/main/figures/zero-shot_cases.png"/>