diff --git a/README.md b/README.md
index ac474e4c79468746e365bb6370716e9ee727bfa0..0be45ea8a7206d9ef6b3d73b1f146ea475ca6895 100644
--- a/README.md
+++ b/README.md
@@ -81,8 +81,17 @@ Here is a short overview of the stages:
 
 - stage 0: deletes experiment folder if it exists and runs all subsequent stages in a row
 - stage 1: prepares the data given an experiment folder (e.g., ```DATA/BEAGR```); resulting files are stored in ```exp_*/data/```
-- stage 2: counts frequencies of used codebook entries per speaker; if VERBOSE is true this stage also generates log-files; **ATTENTION:** if you need to extract features with a CPU, set ```device = torch.device('cpu')``` in the script ```local/codebook_freqs.py``` (default is ```device = torch.device('gpu')```); resulting files are stored in ```exp_*/logs/```, ```exp_*/numpy/``` and```exp_*/txt/```
+- stage 2: 
+  - counts frequencies of used codebook entries per speaker
+  - if VERBOSE is true this stage also generates log-files
+  - **ATTENTION:** if you need to extract features with a CPU, set ```device = torch.device('cpu')``` in the script ```local/codebook_freqs.py``` (default is ```device = torch.device('gpu')```)
+  - resulting files are stored in ```exp_*/logs/```, ```exp_*/numpy/``` and```exp_*/txt/```
 - stage 3: prepares and stores a similarty matrix in the folder ```exp_*/numpy/```
-- stage 4: performs a PCA on the similarity matrix and plots the PCA space; resulting ```*.png```-files are stored in ```exp_*/plots/analysis/```
-- stage 5: performs k-means on the resulting PCA space and assigns classes; **ATTENTION:** the parameter ```nclust``` in the script ```run.sh``` specifies the number of allowed clusters which should be modified depending on the task; resulting ```*.png```-files (confusion matrices) are stored in ```exp_*/plots/kmenas/```
+- stage 4: 
+  - performs a PCA on the similarity matrix and plots the PCA space
+  - resulting ```*.png```-files are stored in ```exp_*/plots/analysis/```
+- stage 5: 
+  - performs k-means on the resulting PCA space and assigns classes
+  - **ATTENTION:** the parameter ```nclust``` in the script ```run.sh``` specifies the number of allowed clusters which should be modified depending on the task
+  - resulting ```*.png```-files (confusion matrices) are stored in ```exp_*/plots/kmenas/```