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haoyifan
AAAI21_Emergent_language
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297af875
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297af875
authored
Jan 21, 2021
by
haoyifan
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@@ -49,28 +49,28 @@ vocabulary can express almost infinite concepts.}
\end{figure}
%
\begin{table*}[t]
%
\centering
%
\small
%
\caption{Handcrafted inductions in related works.}
%
\label{tab:rel}
%
\begin{tabular}{llllll}
%
\toprule
%
Works & Handcrafted induction & Compositionality\\
%
\midrule
%
\cite{kirby2015compression}&Expressivity and compressibility&Not quantitative, Speaker\\
%
\cite{kottur-etal-2017-natural}&Listener's memory&Not quantitative, Speaker\\
%
\cite{choi2018compositional}&Maximum message length&Not quantitative, Speaker+Listener\\
%
\cite{lazaridou2018emergence}&Structure of input data&Quantitative, Speaker\\
%
\cite{evtimova2018emergent}&Multi-modal scenarios&Quantitative, Speaker\\
%
\cite{li2019ease}&Population size, resetting all listeners&Quantitative, Speaker\\
%
\cite{chaabouni-etal-2019-word}&Word-order constraints&Not quantitative, Speaker\\
%
\cite{chaabouni2020compositionality}&Easier to decode&Quantitative, Speaker\\
%
\cite{gupta2020compositionality}&structural dependent models&Quantitative, Speaker\\
%
\textbf{Ours} & \textbf{None} & \textbf{Quantitative, Speaker+Listener} \\
%
\bottomrule
%
\end{tabular}
%
\end{table*}
\begin{table*}
[t]
\centering
\small
\caption
{
Handcrafted inductions in related works.
}
\label
{
tab:rel
}
\begin{tabular}
{
llllll
}
\toprule
Works
&
Handcrafted induction
&
Compositionality
\\
\midrule
\cite
{
kirby2015compression
}&
Expressivity and compressibility
&
Not quantitative, Speaker
\\
\cite
{
kottur-etal-2017-natural
}&
Listener's memory
&
Not quantitative, Speaker
\\
\cite
{
choi2018compositional
}&
Maximum message length
&
Not quantitative, Speaker+Listener
\\
\cite
{
lazaridou2018emergence
}&
Structure of input data
&
Quantitative, Speaker
\\
\cite
{
evtimova2018emergent
}&
Multi-modal scenarios
&
Quantitative, Speaker
\\
\cite
{
li2019ease
}&
Population size, resetting all listeners
&
Quantitative, Speaker
\\
\cite
{
chaabouni-etal-2019-word
}&
Word-order constraints
&
Not quantitative, Speaker
\\
\cite
{
chaabouni2020compositionality
}&
Easier to decode
&
Quantitative, Speaker
\\
\cite
{
gupta2020compositionality
}&
structural dependent models
&
Quantitative, Speaker
\\
\textbf
{
Ours
}
&
\textbf
{
None
}
&
\textbf
{
Quantitative, Speaker+Listener
}
\\
\bottomrule
\end{tabular}
\end{table*}
Prior studies focus on achieving high compositional symbolic language
through
\emph
{
deliberately handcrafted
}
inductions, e.g., additional rewards~
\cite
{
mordatch2017emergence
}
,
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