diff --git a/R-package/README.md b/R-package/README.md
index 070f7c834..60df71154 100644
--- a/R-package/README.md
+++ b/R-package/README.md
@@ -18,4 +18,4 @@ install.packages('xgboost')
 ## Examples
 
 * Please visit [demo](https://github.com/tqchen/xgboost/blob/master/R-package/inst/examples/demo.R) for walk throughe example.
-* See also the example script for [Higgs Challenge](https://github.com/tqchen/xgboost/tree/master/demo/kaggle-higgs) including [speedtest](https://github.com/tqchen/xgboost/blob/master/demo/kaggle-higgs/speedtest.R)
+* 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.