diff --git a/nlp-papers/attention-is-all-you-need/Makefile b/nlp-papers/attention-is-all-you-need/Makefile
index 6d0c0f7bc..d1a8d0ca6 100644
--- a/nlp-papers/attention-is-all-you-need/Makefile
+++ b/nlp-papers/attention-is-all-you-need/Makefile
@@ -21,5 +21,5 @@ clean:
 
 git-push:
 	git add .
-	git commit -m "Update paper study notes - Attention is All You Need"
+	git commit -S -m "Update paper study notes - Attention is All You Need"
 	git push origin master
diff --git a/nlp-papers/attention-is-all-you-need/ms.pdf b/nlp-papers/attention-is-all-you-need/ms.pdf
index 68506d900..43aef9506 100644
Binary files a/nlp-papers/attention-is-all-you-need/ms.pdf and b/nlp-papers/attention-is-all-you-need/ms.pdf differ
diff --git a/nlp-papers/attention-is-all-you-need/ms.tex b/nlp-papers/attention-is-all-you-need/ms.tex
index 2df3eaefb..f7a117a41 100644
--- a/nlp-papers/attention-is-all-you-need/ms.tex
+++ b/nlp-papers/attention-is-all-you-need/ms.tex
@@ -127,6 +127,8 @@
 \begin{center}
     \color{red}
     \large Provided proper attribution is provided, Google hereby grants permission to reproduce the tables and figures in this paper solely for use in journalistic or scholarly works.
+
+    Referenced by \href{https://trello.com/c/KWikzXQL}{\textit{Natural Language Processing with Transformers}}
 \end{center}
 
 \maketitle