diff --git a/R-package/README.md b/R-package/README.md
index f5991c2d3..c0ca87195 100644
--- a/R-package/README.md
+++ b/R-package/README.md
@@ -17,5 +17,5 @@ install.packages('xgboost')
 
 ## Examples
 
-* Please visit [demo](https://github.com/tqchen/xgboost/blob/master/R-package/demo) for walk throughe example.
+* Please visit [walk through example](https://github.com/tqchen/xgboost/blob/master/R-package/demo).
 * See also the [example scripts](https://github.com/tqchen/xgboost/tree/master/demo/kaggle-higgs) for Kaggle Higgs Challenge, including [speedtest script](https://github.com/tqchen/xgboost/blob/master/demo/kaggle-higgs/speedtest.R) on this dataset.