2020_chi_explanation.tex

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\toappear{\scriptsize Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from permissions@acm.org. \\
{\emph{CHI '20, April 25--30, 2020, Honolulu, HI, USA.} } \\
\textcopyright~2020 Association of Computing Machinery. \\
ACM ISBN 978-1-4503-6708-0/20/04\ ...\$15.00. \\
http://dx.doi.org/10.1145/3313831.3376624}
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\def\plaintitle{No Explainability without Accountability: An Empirical Study of Explanations and Feedback in Interactive ML}
\def\plainauthor{Alison Smith-Renner, Ron Fan, Melissa Birchfield, Tongshuang Wu, Jordan Boyd-Graber, Dan Weld, Leah Findlater}
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\title{\plaintitle}
%\author[1]{\textbf{\large Alison Smith-Renner}}
%\author[2]{\textbf{\large Ron Fan}}
%\author[2]{\textbf{\large Melissa Birchfield}}
%\author[2]{\textbf{\large Tongshuang Wu}}
%\author[1]{\\ \textbf{\large Jordan Boyd-Graber\thanks{Now at Google Reseach in Zurich}}}
%\author[2]{\textbf{\large Daniel S. Weld}}
%\author[2]{\textbf{\large Leah Findlater}}
%\affil[1]{\affaddr{University of Maryland}, \texttt {amsmit@umd.edu, jbg@umiacs.umd.edu}}

%\affil[2]{\affaddr{University of Washington}, \texttt{rfanhu@gmail.com}, \texttt {\{mbirch2,wtshuang,weld,leahkf\}@uw.edu}}

% (I prefer my personal email here since I basically don't use UW email anymore - Ron)

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\author{%
Alison Smith-Renner,$^\dag$ Ron Fan,$^\ddag$ Melissa Birchfield,$^\ddag$ Tongshuang Wu,$^\ddag$ \\
Jordan Boyd-Graber,$^\dag$\thanks{Now at
Google Research Z\"urich.}~~Daniel S. Weld,$^\ddag$ and Leah Findlater$^\ddag$
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    \affaddr{Seattle, WA, USA}\\
    \email{\texttt{rfanhu@gmail.com, \{mbirch2,wtshuang,weld,leahkf\}@uw.edu}}}
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\maketitle

\begin{abstract}
\input{2020_chi_explanation/sections/00-abstract}
\end{abstract}


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\input{2020_chi_explanation/sections/10-intro}
\input{2020_chi_explanation/sections/20-rw}
\input{2020_chi_explanation/sections/30-method}
\input{2020_chi_explanation/sections/40-study1}
\input{2020_chi_explanation/sections/50-study2}
%\input{2020_chi_explanation/sections/60-discussion}
%\input{2020_chi_explanation/sections/70-conclusion}
\input{2020_chi_explanation/sections/80-discussion-new.tex}

\section{Acknowledgments}
We thank the anonymous reviewers for their insightful and constructive
comments, and we thank Kevin Seppi, Simone Stumpf, and James Fogarty for their
feedback on early ideas for this study. This work was partially
supported by NSF Grants IIS-1822494 and IIS-1409287 (UMD), ONR grant
N00014-18-1-2193, the WRF/Cable Professorship, and the Allen Institute
for Artificial Intelligence (UW).  Any opinions, findings, conclusions, or
recommendations expressed here are those of the authors and do not
necessarily reflect the view of the sponsor.

\clearpage

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