diff --git a/README.md b/README.md
index 95456e0f227c9ae1aa2470de64cb554049d42d8c..b1ed7de8704723deaca1a6a2a233ec7968ad86ef 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
-# DeepGrail Total
+# DeepGrail Proof Net
 
-This repository contains a Python implementation of a Neural Proof Net using TLGbank data.
+This repository contains a Python implementation of Neural Proof Net using TLGbank data.
 
 This code was designed to work with the [DeepGrail Tagger](https://gitlab.irit.fr/pnria/global-helper/deepgrail_tagger) and 
 [DeepGrail Linker](https://gitlab.irit.fr/pnria/global-helper/deepgrail-linker). 
diff --git a/init.sh b/init.sh
index 39a9971bf6448ddce31f60afbf30081cb1c0d8e3..991f8664696929fcc693351de96ca32a569dbf43 100644
--- a/init.sh
+++ b/init.sh
@@ -1 +1,4 @@
-pip install -r requirements.txt
\ No newline at end of file
+pip install -r requirements.txt
+
+mkdir Output
+mkdir TensorBoard
\ No newline at end of file