diff --git a/README.md b/README.md
index 3ae1b1594be9f578b67c4f3cbcb192d68b769e90..380bb4dc3e3e5f21047a0d77c56cb8c4752d4c70 100644
--- a/README.md
+++ b/README.md
@@ -7,16 +7,16 @@ Absinth is a graph based approach to word sense induction. Out system is based o
 Clone our system using git.
 
 ```
-git clone https://gitlab.cl.uni-heidelberg.de/zimmermann/absinth/
+$ git clone https://gitlab.cl.uni-heidelberg.de/zimmermann/absinth/
 ```
 
 ### Prerequisites
 
 Download the evaluator and dataset from the task page and place them in the appropriate folders. This repository already includes a version of this evaluator. For proper testing however, the official one should be used.
 
-```
+
 https://www.cs.york.ac.uk/semeval-2013/task11/index.php%3Fid=data.html
-```
+
 
 ### Installing
 
@@ -31,13 +31,13 @@ $ cd absinth/src
 Run setup.py.
 
 ```
-python3 setup.py
+$ python3 setup.py
 ```
 
 Specify paths and (if appropriate) other variables for our system.
 
 ```
-emacs config.py
+$ emacs config.py
 ```
 
 ## Deployment
@@ -45,17 +45,17 @@ emacs config.py
 Run absinth without modifiers to use the dataset path and with '-t' for the trial path.
 
 ```
-python3 absinth.py
+$ python3 absinth.py
 ```
 
 ```
-python3 absinth.py -t
+$ python3 absinth.py -t
 ```
 
 ## Built With
 
 * [NetworkX](https://networkx.github.io/) - Graph implementation
-* [NLTK](http://www.nltk.org/ - Stopwords
+* [NLTK](http://www.nltk.org/) - Stopwords
 * [Spacy](https://spacy.io/) - Tokenisation and syntactic parsing
 * [NumPy](http://www.numpy.org/) - Maths