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AAAI21_Emergent_language
Commit bfc96b16 by Zidong Du
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AAAI2021/tex/last.tex
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In this paper, we are the first work to achieve high compositional In this paper, we are the first work to achieve high compositional
symbolic language without any deliberately handcrafted induction. symbolic language without any deliberately handcrafted induction.
We make the key observation that the internal \emph{agent capacity} plays a crucial role in the compositionality of symbolic language. We made the key observation that the internal \emph{agent capacity} plays a crucial role in the compositionality of symbolic language.
Together with the theoretical analysis, experimental results lead to a Together with the theoretical analysis, experimental results led to a
counter-intuitive conclusion that \emph{lower agent capacity facilitates the emergence of symbolic language with higher compositionality}. counter-intuitive conclusion that \emph{lower agent capacity facilitates the emergence of symbolic language with higher compositionality}.
Therefore, by only reducing the agent capacity in such a natural environment, we Therefore, by only reducing the agent capacity in such a natural environment, we
can generate a higher compositional symbolic language with a higher probability. generated a higher compositional symbolic language with a higher probability.
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