diff --git a/multi-node/README.md b/multi-node/README.md
index dc2eadc6e..717b40042 100644
--- a/multi-node/README.md
+++ b/multi-node/README.md
@@ -23,16 +23,15 @@ Design Choice
     it uses an approximate histogram count algorithm, and will only examine subset of 
     potential split points as opposed to all split points.
 
-Run the distributed version
-====
-  - The current code run in MPI enviroment, you will need to have a network filesystem,
-    or copy data to local file system before running the code
-  - ***Note*** The distributed version is still multi-threading optimized.
-    You should run one xgboost-mpi per node that takes most available CPU,
-    this will reduce the communication overhead and improve the performance.
-  - One way to do that is limit mpi slot in each machine to be 1, or reserve nthread processors for each process.
-  
+
 Usage
 ====
-* [Column-based version](col-split)
-* [Row-based version](row-split)
+* The current code run in MPI enviroment, you will need to have a network filesystem,
+    or copy data to local file system before running the code
+* ***Note*** The distributed version is still multi-threading optimized.
+    You should run one xgboost-mpi per node that takes most available CPU,
+    this will reduce the communication overhead and improve the performance.
+   - One way to do that is limit mpi slot in each machine to be 1, or reserve nthread processors for each process.
+* Examples:
+  - [Column-based version](col-split)
+  - [Row-based version](row-split)