diff --git a/README.md b/README.md
index 7033cafe7e5844fc9abd5a81524e20d05365e6bc..40e051970563b9a8dd18e09ecc15be6e3d30f657 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@ Trained models given different datasets are saved in `models`.
 
 The aim of the work of the repo is to apply Layer-Wise Relevance Propagation for investigating the image-text matching in a Two-Branch Network. 
 
-All details are inllustrated in the jupyter notebook `lrp.ipynb`
+All details are inllustrated in the jupyter notebook `lrp.ipynb`.
 
 prerequisite: