diff --git a/baselines.tex b/baselines.tex
new file mode 100644
index 0000000000000000000000000000000000000000..94b7e6dc8c08a8cc6a2ebbe223e2d5961cb03ca8
--- /dev/null
+++ b/baselines.tex
@@ -0,0 +1,11 @@
+\section{On the Diffculty of Evaluating Baselines}
+\subsection{Motivation and Background}
+\subsubsection{Netflix-Prize}
+\subsubsection{MovieLens}
+\subsection{Experiment Realization}
+\subsubsection{Experiment Preparation}
+\subsubsection{Experiment Implementation}
+\subsection{Obeservations}
+\subsubsection{Stronger Baselines}
+\subsubsection{Reproducability}
+\subsubsection{Inadequate validations}
\ No newline at end of file
diff --git a/conclusion.tex b/conclusion.tex
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index 0000000000000000000000000000000000000000..47c04f12817c0dcfec4390acd518965c9b4ebb00
--- /dev/null
+++ b/conclusion.tex
@@ -0,0 +1 @@
+\section{Conclusion}
\ No newline at end of file
diff --git a/submission.pdf b/submission.pdf
index b5b86adaad92ee70cd34cdbcf821c5286ea52809..0205c154b95c4e08c7c1c7b2b9895c9b23273eec 100644
Binary files a/submission.pdf and b/submission.pdf differ
diff --git a/submission.tex b/submission.tex
index f9673706be07186b9095a36ebfb813cd48e4c6e5..fecf820a41fa19dcff8edf427991543fd3b0ac6e 100644
--- a/submission.tex
+++ b/submission.tex
@@ -73,6 +73,8 @@ A Study on Recommender Systems}
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \input{introduction}
 \input{recommender}
+\input{baselines}
+\input{conclusion}
 \newpage
 \bibliography{references}
 \bibliographystyle{plainnat}