diff --git a/baselines.tex b/baselines.tex
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--- a/baselines.tex
+++ b/baselines.tex
@@ -19,7 +19,12 @@ It can be clearly stated that the \textit{texisting baselines} have been \textit
 \input{reported_results}
 
 \subsection{Experiment Realization}
+As the \textit{Netflix-Prize} has shown, \textit{research} and \textit{validation} is \textit{complex} even for very \textit{simple methods}. Not only during the \textit{Netflix-Prize} was intensive work done on researching \textit{existing} and \textit{new reliable methods}. The \textit{MovieLens10M-dataset} was used just as often. With their \textit{experiment} the authors \textit{doubt} that the \textit{baselines} of \textit{MovieLens10M} are \textit{inadequate} for the evaluation of new methods. To test their hypothesis, the authors transferred all the findings from the \textit{Netflix-Prize} to the existing baselines of \textit{MovieLens10M}.
+
 \subsubsection{Experiment Preparation}
+Before actually conducting the experiment, the authors took a closer look at the given baselines. In the process, they noticed some \textit{systematic overlaps}. These can be taken from \textit{table} below.
+\input{overlaps}
+
 \subsubsection{Experiment Implementation}
 \subsection{Obeservations}
 \subsubsection{Stronger Baselines}
diff --git a/overlaps.tex b/overlaps.tex
new file mode 100644
index 0000000000000000000000000000000000000000..d01f8366364d39e47f292545e5a3cd3800bd5d11
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+++ b/overlaps.tex
@@ -0,0 +1,16 @@
+% Please add the following required packages to your document preamble:
+% \usepackage{graphicx}
+\begin{table}[h!]
+\label{table:overlap}
+\centering
+\resizebox{\textwidth}{!}{%
+\begin{tabular}{|l|l|}
+\hline
+\textbf{Methods}                 & \textbf{Overlaps}                                                                             \\ \hline
+\textit{Biased MF}, \textit{RSVD}         & Same method with the only difference being a different setup of the hyperparameters. \\ \hline
+\textit{ALS-WR}, \textit{Biased MF}, \textit{RSVD} & Same models learned through different approaches.                                    \\ \hline
+\textit{BPMF}, \textit{RSVD}, \textit{ALS-WR}      & Same models learned through different approaches.                                    \\ \hline
+\end{tabular}%
+}
+\caption{\textit{Systematic consistency} of the \textit{baselines} used on \textit{MovieLens10M}.}
+\end{table}
\ No newline at end of file
diff --git a/submission.pdf b/submission.pdf
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