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AAAI21_Emergent_language
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haoyifan
AAAI21_Emergent_language
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130dd706
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130dd706
authored
Sep 10, 2020
by
Zidong Du
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AAAI2021/paper.tex
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@@ -184,14 +184,14 @@
compositionality
\emph
{
naturally
}
, i.e., without deliberately handcrafted
inductions.
In this paper,
\note
{
we are the first to successfully achieve high compositional
symbolic language
}
in a
\emph
{
natural
}
manner without handcrafted inductions.
In this paper, we are the first to successfully achieve high compositional
symbolic language in a
\emph
{
natural
}
manner without handcrafted inductions.
Initially, by investigating the emerged symbolic
language after removing the
\emph
{
deliberately handcrafted
}
inductions, we observe the difficulty in naturally generating high compositional
symbolic language.
%the agent capacity plays a key role in compositionality.
Further we reveal and characterize the
\note
{
quantitative relationship
}
Further we reveal and characterize the
quantitative relationship
between the agent capacity and the compositionality of symbolic language, with
a novel mutual information-based metric for more reasonable measuring the compositionality.
% both theoretically and experimentally.
...
...
@@ -204,8 +204,8 @@
%With a novel mutual information-based metric for the compositionality,
The experimental results lead to a counter-intuitive conclusion that lower agent
capacity facilitates the emergence of symbolic language with higher
compositionality.
\note
{
Based on our conclusion, we can generate higher
compositional symbolic language with a higher probability.
}
compositionality. Based on our conclusion, we can generate higher
compositional symbolic language with a higher probability.
% The natural emergence of symbolic languages with high compositionality has
...
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