diff --git a/README.md b/README.md
index 171b2af..6101982 100644
--- a/README.md
+++ b/README.md
@@ -50,8 +50,7 @@ Execute Pipeline for all samples in GQA: train_balanced (with `TEST=False`) or v
 ```shell 
 python run_programs.py 
 ``` 
-For visualizing samples see [code/GQA_PIPELINE.ipynb](code/GQA_PIPELINE.ipynb) <br>
-For generating figures see [code/GQA_EVAL.ipynb](code/GQA_EVAL.ipynb) <br>
+For visualizing samples with full all pipeline steps see [VSA4VQA_examples.ipynb](VSA4VQA_examples.ipynb) <br>
 
 ## Citation 
 Please consider citing this paper if you use VSA4VQA or parts of this publication in your research: