diff --git a/07_final_assignment/plots/plot_accuracy.pdf b/07_final_assignment/plots/plot_accuracy.pdf
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--- a/07_final_assignment/plots/plot_accuracy.pdf
+++ /dev/null
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diff --git a/07_final_assignment/plots/plot_numwords.pdf b/07_final_assignment/plots/plot_numwords.pdf
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diff --git a/07_final_assignment/tex/main.tex b/07_final_assignment/tex/main.tex
index 4533871..0e75387 100644
--- a/07_final_assignment/tex/main.tex
+++ b/07_final_assignment/tex/main.tex
@@ -2,22 +2,61 @@
 \usepackage[T1]{fontenc}
 \usepackage[utf8]{inputenc}
 \usepackage[english]{babel}
+\usepackage{listings}
 \usepackage[style=apa,sortcites=true,sorting=nyt,backend=biber]{biblatex}
 \DeclareLanguageMapping{english}{english-apa}
-%\addbibresource{references.bib}
+\addbibresource{references.bib}
 
 \title{Monkey Word Learning NDL Simulation}
-\author{Felicia Saar  (3818590), Klara Grethen (3899962), Robert Geirhos (3827808), David-Elias Künstle (3822829)}
-\affiliation{Kurs Linguistics for Cognitive Science, Universität Tübingen}
+\author{Robert Geirhos (3827808), Klara Grethen (3899962), David-Elias Künstle (3822829), Felicia Saar (3818590)}
+\affiliation{Linguistics for Cognitive Science Course, University of Tübingen}
 \shorttitle{}
-\abstract{}
+\abstract{our abstract goes here!}
+
+
 \begin{document}
+
 \maketitle{}
 
 % \cite{}
 \section{Introduction}
+statement of the problem
 
-\printbibliography{}
+\section{Simulations}
+\subsection{Experimental Code}
+why we didn't use the given code, what we improved, how the result is structured - Goal: modular and comprehensive experiment.
+
+\subsection{Choice of Parameters}
+choice
+
+\subsection{Running Parallelized Experiments}
+Running an experiment with a single combination of $ \alpha $ and $ \beta $ on a normal desktop computer took about 75 minutes. Therefore, the parameter space one could explore within a reasonable amount of time was quite restricted. We decided to write a parallelized version of the code to reduce the overall runtime. Using the R packages foreach, parallel and doParallel (TODO: Cite them properly), we restructured the experiment. Since conflicts can easily occur when more than one core is trying to access a data structure at the same time, we implemented a parallelized version that is able to run without even having critical sections. Instead, each thread has its own data structure, a .txt file), and in the end the results are harvested and combined. This version of the experiment ran on a cluster with 15 cores, each performing a total amount of eight experiments. Alltogether, 120 combinations of $ \alpha $ and $ \beta $ were explored overnight, which would have taken about 150 hours in a non-parallelized version.
+
+\section{Results}
+results
+
+\begin{figure*}
+\includegraphics[width=0.9\textwidth]{plots/plot_accuracy}
+\end{figure*}
+
+\begin{figure*}
+\includegraphics[width=0.9\textwidth]{plots/plot_numwords}
+\end{figure*}
+
+
+\section{Discussion}
+discussion
+
+
+
+\newpage
+\appendix
+\section{Code}
+%TODO change back to single column here
+%\input{code.tex}
+
+
+%\printbibliography{}
 
 \end{document}
 %%% Local Variables: