diff --git a/README.md b/README.md
index cbb851c56223d2ed956862350d2ce44ede4f38cc..3a7372d55955aa1a8888a8a7ea1644c68e724a92 100644
--- a/README.md
+++ b/README.md
@@ -2,30 +2,31 @@ This repository is based on the software Torch and allows to reproduce the resul
 
 ---
 @INPROCEEDINGS{Muckenhirn_IJCB_2017,
-         author = {Muckenhirn, Hannah and Magimai.-Doss, Mathew and Marcel, S{\'{e}}bastien},
-          title = {End-to-End Convolutional Neural Network-based Voice Presentation Attack Detection},
-      booktitle = {International Joint Conference on Biometrics},
-           year = {2017},
+	author = {Muckenhirn, Hannah and Magimai.-Doss, Mathew and Marcel, S{\'{e}}bastien},
+	title = {End-to-End Convolutional Neural Network-based Voice Presentation Attack Detection},
+	booktitle = {International Joint Conference on Biometrics},
+	year = {2017},
 }
+
 ---
 
 If you use this code and/or its results, please cite the paper.
 
 # Torch Installation
 
-To install Torch, follow the instructions given in http://torch.ch/docs/getting-started.html
+To install Torch, follow the instructions given [here](http://torch.ch/docs/getting-started.html)
 The experiments require two additional packages: `signal` and `sndfile`
 
 
 # Running experiments
 
 
-## Create data files
+## 1. Create data files
 
-## Train the CNN
+## 2. Train the CNN
 
-## Forward development and evaluation sets
+## 3. Forward development and evaluation sets
 
-## Evaluate score files
+## 4. Evaluate score files
 
-# Plotting filters responses
+## 5. Plotting filters responses