diff --git a/cs261-writeup/finalreport.tex b/cs261-writeup/finalreport.tex
index 0b4916d..9d7f413 100644
--- a/cs261-writeup/finalreport.tex
+++ b/cs261-writeup/finalreport.tex
@@ -1,14 +1,43 @@
-\documentclass[12pt,a4paper]{article}
+\documentclass[times, 11pt, twocolumn]{article}
 \usepackage[latin1]{inputenc}
 \usepackage{amsmath}
 \usepackage{amsfonts}
 \usepackage{amssymb}
-\author{Alex Kantchelian, Sebastian Benthall}
-\title{Exploring Twitter Spam with LDA}
+\usepackage{times}
+\usepackage{subfig}
+\usepackage{graphicx}
+
+
+%\pagestyle{empty}
+
 \begin{document}
 
+\title{Exploring Twitter Spam with LDA}
+\author{Alex Kantchelian and Sebastian Benthall \\
+University of California, Berkeley \\
+ \texttt{\{akant@cs,sb@ischool\}.berkeley.edu}\\
+ }
+ \date{}
+
 \maketitle
 
-foo bar baz
+\begin{abstract}
+	Spam by content. Types of spam: plain, deceptive.
+\end{abstract}
+
+\section{Introduction}
+
+\section{Prior Work}
+
+\section{The dataset}
+
+\section{Language detection for tweets}
+
+\section{Topic modeling on twitter}
+\subsection{Clean-up process}
+
+\section{Detecting deceptive tweets}
+
+\section{Conclusion}
 
-\end{document}
\ No newline at end of file
+\end{document}