diff --git a/README.md b/README.md
index 57449879f..937edd284 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,4 @@
-rabit
-====
-## Robust Allreduce and Broadcast Interface
+## rabit: Robust Allreduce and Broadcast Interface
 
 rabit is a light weight library designed to provide fault tolerant interface of Allreduce and Broadcast.