diff --git a/README.md b/README.md
index 0fadd60..8801685 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,9 @@
 # banana-penguin
-Repo for few-shot learning evaluation. 
+Official repository for: DISAMBIGUATION OF ONE-SHOT VISUAL CLASSIFICATION TASKS: A SIMPLEX-BASED APPROACH
 
 Run the command to add to path :
 ```
- export PYTHONPATH=<path>/banana-penguin:$PYTHONPATH
+ export PYTHONPATH=<path>/few-shot-simplex:$PYTHONPATH
 ```
 
 - Run our method:
@@ -28,4 +28,4 @@ Run the command to add to path :
 python run_centroid_extraction.py --features-path \
     "['<path>/miniAS0backbone11.pt', '<path>/miniAS1backbone11.pt', '<path>/miniAS2backbone11.pt', '<path>/miniAS3backbone11.pt']" \
     --centroids-file '<path>/miniImagenetAS1000_0123_noPrep_Simplex0.05.pickle' --extraction 'simplex' --lamda-reg 0.05 --thresh-elbow 1.5;
-```
\ No newline at end of file
+```