Commit a216d87f authored by Marc Feger's avatar Marc Feger
Browse files

Add presentation with more results

parent fdf374cc
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text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 278px; height: 1px; padding-top: 54px; margin-left: 621px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FFFFFF; "><div style="display: inline-block; font-size: 27px; font-family: Helvetica; color: rgb(255, 255, 255); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; overflow-wrap: normal;">POS-Tagging</div></div></div></foreignObject><text x="760" y="62" fill="#FFFFFF" font-family="Helvetica" font-size="27px" text-anchor="middle" font-weight="bold">POS-Tagging</text></switch></g><rect x="620" y="327" width="280" height="90" fill="none" stroke="none" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="22px"><text x="759.5" y="329.5">SpaCy</text><text x="759.5" y="355.5">Trained for Web-Data</text><text x="759.5" y="381.5">SCONJ, CCONJ</text><text x="759.5" y="407.5">AUX, VERB</text></g><path d="M 640 89 L 880 89" fill="none" stroke="#ffffff" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/><path d="M 640 309 L 880 309" fill="none" stroke="#ffffff" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/><ellipse cx="620.5" cy="201.5" rx="57.5" ry="57.5" fill="#ef9353" stroke="#ffffff" stroke-width="6" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="18px"><text x="620" y="187">Cleaned</text><text x="620" y="209">Conversation</text><text x="620" y="231">Starter</text></g><path d="M 710 184 L 770 190 L 760 172 L 810 202 L 760 232 L 770 214 L 710 220 L 725 202 Z" fill="#fff2cc" stroke="none" pointer-events="all"/><rect x="900" y="4" width="280" height="430" rx="42" ry="42" fill="#088f8f" stroke="#ffffff" stroke-width="8" pointer-events="all"/><rect x="900" y="24" width="280" height="60" fill="none" stroke="none" pointer-events="all"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 278px; height: 1px; padding-top: 54px; margin-left: 901px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FFFFFF; "><div style="display: inline-block; font-size: 27px; font-family: Helvetica; color: rgb(255, 255, 255); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; overflow-wrap: normal;">Pre-Selection</div></div></div></foreignObject><text x="1040" y="62" fill="#FFFFFF" font-family="Helvetica" font-size="27px" text-anchor="middle" font-weight="bold">Pre-Selection</text></switch></g><path d="M 920 89 L 1160 89" fill="none" stroke="#ffffff" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/><path d="M 920 309 L 1160 309" fill="none" stroke="#ffffff" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/><ellipse cx="900.5" cy="201.5" rx="57.5" ry="57.5" fill="#68b85c" stroke="#ffffff" stroke-width="6" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="12px"><text x="900" y="178">Selected Tags</text><text x="900" y="192">+</text><text x="900" y="206">Cleaned</text><text x="900" y="220">Conversation</text><text x="900" y="234">Starter</text></g><path d="M 990 184 L 1050 190 L 1040 172 L 1090 202 L 1040 232 L 1050 214 L 990 220 L 1005 202 Z" fill="#fff2cc" stroke="none" pointer-events="all"/><ellipse cx="1180.5" cy="201.5" rx="57.5" ry="57.5" fill="#bf639a" stroke="#ffffff" stroke-width="6" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="19px"><text x="1180" y="209.5">Candidates</text></g><rect x="341" y="324" width="280" height="90" fill="none" stroke="none" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="22px"><text x="480.5" y="339.5">Slang</text><text x="480.5" y="365.5">Masking</text><text x="480.5" y="391.5">Tokens</text></g><rect x="900" y="324" width="280" height="90" fill="none" stroke="none" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="22px"><text x="1039.5" y="365.5">POS-Tags + Text</text><text x="1039.5" y="391.5">Top 15 Words</text></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Viewer does not support full SVG 1.1</text></a></switch></svg>
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% % % % % % % % CHANGE TOPIC AND AUTHOR INFORMATION HERE % % % % % % %
% HIER DEN TITEL DER ARBEIT EINTRAGEN
\title{Title}
\title{Argument Mining and Twitter}
% HIER DEN NAMEN UND VORNAMEN EINTRAGEN
\author{Name}
\author{Marc Feger}
% HIER DAS PRÄSENTATIONSDATUM EINTRAGEN
\date{\today}
% % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % %
......@@ -166,15 +166,298 @@ Department for Computer-Networks and Communication-Systems}
\begin{frame}
\thispagestyle{empty}
\titlepage
\frametitle{Wisssenschaftsethik}
\frametitle{Overview}
\end{frame}
% % % % % % % % % Ende der eingefügten LaTeX-Dateien % % % % % % % % %
\section{Past}
\begin{frame}{Recap}
\begin{itemize}
\item [1] Finding argumentive Tweets
\begin{itemize}
\item \textbf{Argument}: Motivated (reasoned) conclusion
\item \textbf{Argumentive}: At least one \textbf{Argument}
\end{itemize}
\item [2] Few works, lesser data
\begin{itemize}
\item Mostly different definitions
\item Random selected Tweets
\item Supervised
\end{itemize}
\end{itemize}
\end{frame}
\begin{frame}
\begin{center}
\includegraphics[width=0.8\textwidth]{bilder/Overview.png}
Overview by \cite{SchaeferStede2021}.
CA = Corpus Annotation,
AD = Argument Detection,
SD = Stance Detection,
CD = Claim Detection.
\end{center}
\end{frame}
\begin{frame}
\begin{center}
\includegraphics[width=0.75\textwidth]{bilder/AnnotationSchema.png}
Overview by \cite{SchaeferStede2021}.
\end{center}
\end{frame}
\begin{frame}
\begin{center}
\begin{columns}
\column{0.5\textwidth}
\begin{center}
\includegraphics[width=0.8\textwidth]{bilder/Corpus.png}
Corpora + IAA reported \cite{SchaeferStede2021}.
ADU = Argument Discourse Unit,
cx = Cohens Kappa
\end{center}
\column{0.5\textwidth}
\begin{center}
\includegraphics[width=0.8\textwidth]{bilder/PrevResults.png}
Results reported by \cite{SchaeferStede2021}.
ADU = Argument Discourse Unit,
cx = Cohens Kappa
\end{center}
\end{columns}
\end{center}
\end{frame}
\section{Current}
\begin{frame}
\begin{center}
\includegraphics[scale=0.3]{bilder/Pipeline}
\end{center}
\end{frame}
\begin{frame}{\#abortion}
\begin{center}
\begin{columns}
\column{0.5\textwidth}
\begin{center}
\includegraphics[scale=0.2]{bilder/Abortion_WordCloud.png}
\end{center}
\column{0.5\textwidth}
\begin{center}
\begin{itemize}
\item Topic: Abortion
\item Time: 2021-08-15 - 2021-10-15
\item Root-Tweets: 15.273
\begin{itemize}
\item Conversation-Starter: 2.250
\end{itemize}
\item Conversation-Tweets: 14.569
\end{itemize}
\end{center}
\end{columns}
\end{center}
\end{frame}
\begin{frame}{\#abortion}
\begin{center}
\includegraphics[scale=0.3]{bilder/Abortion_Time.png}
\end{center}
\end{frame}
\begin{frame}{\#brexit}
\begin{center}
\begin{columns}
\column{0.7\textwidth}
\column{0.5\textwidth}
\begin{center}
\includegraphics[scale=0.2]{bilder/Brexit_WordCloud.png}
\end{center}
\column{0.5\textwidth}
\begin{center}
\begin{itemize}
\item Topic: Brexit
\item Time: 2020-01-01 - 2020-03-01
\item Root-Tweets: 151.090
\begin{itemize}
\item Conversation-Starter: 24.806
\end{itemize}
\item Conversation-Tweets: 275.968
\end{itemize}
\end{center}
\end{columns}
\end{center}
\end{frame}
\begin{frame}{\#brexit}
\begin{center}
\includegraphics[scale=0.3]{bilder/Brexit_Time.png}
\end{center}
\end{frame}
\begin{frame}{POS-Tagging}
\begin{center}
\begin{columns}
\column{0.4\textwidth}
\begin{center}
\begin{table}[]
\resizebox{0.8\textwidth}{!}{%
\begin{tabular}{@{}lll@{}}
\toprule
\textbf{Open} & \textbf{Closed} & \textbf{Other} \\ \midrule
ADJ & \textbf{AUX} & PUNCT \\
ADV & \textbf{CCONJ} & SYM \\
INTJ & DET & X \\
NOUN & NUM & \\
PROPN & PART & \\
\textbf{VERB} & PRON & \\
& \textbf{SCONJ} & \\ \bottomrule
\end{tabular}%
}
\end{table}
\end{center}
\column{0.6\textwidth}
\begin{itemize}
\item Universal POS Tagging
\item spaCy: en\_core\_web\_sm
\item Open v. Closed $\approx$ Content v. Function
\item Selection supposed by \cite{Knott1993}.
\end{itemize}
\end{columns}
\end{center}
\end{frame}
\begin{frame}{POS-Tagging}
\begin{center}
\begin{columns}
\column{0.4\textwidth}
\begin{center}
\begin{table}[]
\resizebox{0.8\textwidth}{!}{%
\begin{tabular}{@{}lll@{}}
\toprule
\textbf{Open} & \textbf{Closed} & \textbf{Other} \\ \midrule
ADJ & \textbf{AUX} & PUNCT \\
ADV & \textbf{CCONJ} & SYM \\
INTJ & DET & X \\
NOUN & NUM & \\
PROPN & PART & \\
\textbf{VERB} & PRON & \\
& \textbf{SCONJ} & \\ \bottomrule
\end{tabular}%
}
\end{table}
\end{center}
\column{0.6\textwidth}
\begin{itemize}
\item \textbf{VERB}: \\
typically signal events and actions
\item \textbf{AUX}: \\
adds funct. or gramma. meaning
\item \textbf{CCONJ}: \\
links words or larger constituents,\\
expresses a semantic relationship
\item \textbf{SCONJ}:\\
making one construction part of the other,\\
join independent and a dependent clause
\end{itemize}
\end{columns}
\end{center}
\end{frame}
\begin{frame}{POS-Tagging Conversation Starter}
\begin{center}
\includegraphics[scale=0.3]{bilder/Abortion_POS.png}
\end{center}
\end{frame}
\begin{frame}{POS-Tagging Conversation Starter}
\begin{center}
\includegraphics[scale=0.3]{bilder/Brexit_POS.png}
\end{center}
\end{frame}
\begin{frame}{POS-Tagging Words (PWords)}
\begin{table}[]
\centering
\resizebox{\textwidth}{!}{%
\begin{tabular}{@{}llllllll@{}}
\toprule
\multicolumn{2}{c}{\textbf{SCONJ}} & \multicolumn{2}{c}{\textbf{CONJ}} & \multicolumn{2}{c}{\textbf{AUX}} & \multicolumn{2}{c}{\textbf{VERB}} \\ \midrule
\textit{\textbf{Brexit}} & \multicolumn{1}{l|}{\textit{\textbf{Abortion}}} & \textit{\textbf{Brexit}} & \multicolumn{1}{l|}{\textit{\textbf{Abortion}}} & \textit{\textbf{Brexit}} & \multicolumn{1}{l|}{\textit{\textbf{Abortion}}} & \textit{\textbf{Brexit}} & \textit{\textbf{Abortion}} \\ \midrule
that & \multicolumn{1}{l|}{that} & and & \multicolumn{1}{l|}{and} & is & \multicolumn{1}{l|}{is} & have & have \\
if & \multicolumn{1}{l|}{if} & but & \multicolumn{1}{l|}{but} & will & \multicolumn{1}{l|}{are} & get & get \\
how & \multicolumn{1}{l|}{how} & or & \multicolumn{1}{l|}{or} & be & \multicolumn{1}{l|}{be} & going & do \\
as & \multicolumn{1}{l|}{when} & + & \multicolumn{1}{l|}{+} & are & \multicolumn{1}{l|}{will} & know & want \\
when & \multicolumn{1}{l|}{why} & plus & \multicolumn{1}{l|}{yet} & have & \multicolumn{1}{l|}{can} & \textbf{leave} & know \\
why & \multicolumn{1}{l|}{because} & so & \multicolumn{1}{l|}{nor} & can & \multicolumn{1}{l|}{do} & \textbf{voted} & make \\
because & \multicolumn{1}{l|}{as} & both & \multicolumn{1}{l|}{both} & has & \multicolumn{1}{l|}{should} & want & \textbf{need} \\
where & \multicolumn{1}{l|}{where} & yet & \multicolumn{1}{l|}{neither} & was & \multicolumn{1}{l|}{was} & \textbf{see} & think \\
since & \multicolumn{1}{l|}{while} & either & \multicolumn{1}{l|}{so} & do & \multicolumn{1}{l|}{have} & think & let \\
for & \multicolumn{1}{l|}{since} & nor & \multicolumn{1}{l|}{either} & am & \multicolumn{1}{l|}{would} & let & \textbf{has} \\
after & \multicolumn{1}{l|}{after} & n & \multicolumn{1}{l|}{n} & would & \multicolumn{1}{l|}{has} & \textbf{done} & \textbf{say} \\
while & \multicolumn{1}{l|}{\textbf{until}} && \multicolumn{1}{l|}{plus} & \textbf{been} & \multicolumn{1}{l|}{am} & do & going \\
\textbf{so} & \multicolumn{1}{l|}{for} & neither & \multicolumn{1}{l|}{} & were & \multicolumn{1}{l|}{\textbf{does}} & \textbf{go} & \textbf{had} \\
\textbf{like} & \multicolumn{1}{l|}{\textbf{before}} & \textbf{minus} & \multicolumn{1}{l|}{} & \textbf{could} & \multicolumn{1}{l|}{\textbf{being}} & \textbf{leaving} & \textbf{support} \\
\textbf{despite} & \multicolumn{1}{l|}{\textbf{whether}} & \textbf{daythe} & \multicolumn{1}{l|}{} & should & \multicolumn{1}{l|}{were} & make & \textbf{said} \\ \bottomrule
\end{tabular}%
}
\end{table}
\end{frame}
\begin{frame}{Pre-Selection}
\begin{itemize}
\item Conditions:
\begin{itemize}
\item [1] At least one word in PWords
\item [2] At least 200 characters long
\end{itemize}
\item \#Abortion: $\Rightarrow$ 1.400 Candidates
\item \#Brexit: $\Rightarrow$ 11.842 Candidates
\end{itemize}
\end{frame}
\begin{frame}
\begin{tcolorbox}[colback=cyan!5!white,colframe=cyan!75!black,title=Example 1: \#Brexit]
\textbf{How} ironic \textbf{is} this? \textbf{For} 4 years, \textcolor{orange}{\#Remainers} predicted \textbf{that} \textcolor{orange}{\#Brexit} would cause a catastrophic national crisis. Now \textbf{that} Brexit \textbf{has} happened at long last, we \textbf{are} indeed facing a catastrophic national crisis, \textbf{but} it \textbf{has} absolutely nothing to \textbf{do} with Brexit. Go figure \textbf{that} one out.
%\textcolor{red}{RT} \textcolor{magenta}{@SaysSheToday}: The $[$Dixie Chicks$]_{c}$ were attacked just for $[$using 1A right$]_{p_1}$ to say they were ashamed of GWB. They $[$didn’t commit treason$]_{c}$ $[$like the \textcolor{orange}{\#47Senators}$]_{p_2}$
\end{tcolorbox}
\end{frame}
\begin{frame}
\begin{tcolorbox}[colback=cyan!5!white,colframe=cyan!75!black,title=Example 2: \#Brexit]
Labour cannot win the next general election with \textcolor{magenta}{@Keir\_Starmer} \textbf{because} voters \textbf{do}n’t trust him. Starmer \textbf{is} a proven liar \textbf{and} fraud who tried to cheat 17.4m voters out of their \textcolor{orange}{\#Brexit} referendum victory. Starmer \textbf{is} unelectable. \textcolor{orange}{\#LabourDebate} \textcolor{orange}{\#labourhustings}
%\textcolor{red}{RT} \textcolor{magenta}{@SaysSheToday}: The $[$Dixie Chicks$]_{c}$ were attacked just for $[$using 1A right$]_{p_1}$ to say they were ashamed of GWB. They $[$didn’t commit treason$]_{c}$ $[$like the \textcolor{orange}{\#47Senators}$]_{p_2}$
\end{tcolorbox}
\end{frame}
\begin{frame}
\begin{tcolorbox}[colback=cyan!5!white,colframe=cyan!75!black,title=Example 3: \#Brexit]
\textcolor{orange}{\#SaturdayThought} \textbf{If} \textcolor{orange}{\#PMs} "oven-ready Brexit deal" \textbf{is so} "oven-ready," \textbf{why has} he not got full agreement of the EU \textbf{yet}? \textbf{After} all, \textcolor{magenta}{@Conservatives} keep telling us \textbf{that} \textcolor{orange}{\#Brexit} \textbf{is} over now.\textcolor{orange}{\#JustAsking}
%\textcolor{red}{RT} \textcolor{magenta}{@SaysSheToday}: The $[$Dixie Chicks$]_{c}$ were attacked just for $[$using 1A right$]_{p_1}$ to say they were ashamed of GWB. They $[$didn’t commit treason$]_{c}$ $[$like the \textcolor{orange}{\#47Senators}$]_{p_2}$
\end{tcolorbox}
\end{frame}
\begin{frame}
\begin{tcolorbox}[colback=cyan!5!white,colframe=cyan!75!black,title=Example 4: \#Abortion]
POV: Stop saying NOBODY \textbf{is} “pro-abortion." It\textbf{'s} \textcolor{orange}{\#stigmatising}. \textbf{Its} simply inaccurate, Plenty of folk \textbf{are} unapologetically \textcolor{orange}{\#proabortion}; \textbf{because} there\textbf{'s} nothing wrong with \textcolor{orange}{\#Abortion} -it\textbf{`s} a necessary health care procedure \textbf{that} saves lives.
%\textcolor{red}{RT} \textcolor{magenta}{@SaysSheToday}: The $[$Dixie Chicks$]_{c}$ were attacked just for $[$using 1A right$]_{p_1}$ to say they were ashamed of GWB. They $[$didn’t commit treason$]_{c}$ $[$like the \textcolor{orange}{\#47Senators}$]_{p_2}$
\end{tcolorbox}
\end{frame}
\section{Next}
\begin{frame}
\begin{itemize}
\item [1] More controverse topics
\item [2] Cleaning of PWords
\item [3] Annotation / Quality-Check on Candidate-Subset
\end{itemize}
\end{frame}
\begin{frame}
\begin{center}
\begin{columns}
\column{0.8\textwidth}
\begin{center}
\huge {\color{hhuUniBlau} Thank you!}
\end{center}
......@@ -184,6 +467,7 @@ Department for Computer-Networks and Communication-Systems}
\end{center}
\end{frame}
\begin{frame}
\bibliographystyle{plainnat}
\bibliography{references}
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