diff --git a/README.md b/README.md
index e63081a..b6bb54f 100644
--- a/README.md
+++ b/README.md
@@ -56,6 +56,6 @@ cd DCA
 
 export PYTHONPATH=$PYTHONPATH:../
 
-SL: python mulrel_ranker.py --mode train --order offset --model_path model --method SL
+Supervised Learning: python mulrel_ranker.py --mode train --order offset --model_path model --method SL
 
-RL: python mulrel_ranker.py --mode train --order offset --model_path model --method RL
+Reinforcement Learning: python mulrel_ranker.py --mode train --order offset --model_path model --method RL