diff --git a/nlp-papers/attention-is-all-you-need/ms.pdf b/nlp-papers/attention-is-all-you-need/ms.pdf
index 31cfd34d1..a65e0935e 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 04d5ef960..bf5f1968d 100644
--- a/nlp-papers/attention-is-all-you-need/ms.tex
+++ b/nlp-papers/attention-is-all-you-need/ms.tex
@@ -76,7 +76,7 @@
 %\newcommand{\Wvm}{{W_m}_v}
 \newcommand\concat[3]{\left[#1 \parallel_#3 #2\right]}
 
-\title{Attention Is All You Need \\ Study Notes}
+\title{Attention Is All You Need \\ \textit{Study Notes}}
 
 % The \author macro works with any number of authors. There are two
 % commands used to separate the names and addresses of multiple