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AAAI21_Emergent_language
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haoyifan
AAAI21_Emergent_language
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d4c38c9d
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d4c38c9d
authored
Sep 17, 2020
by
haoyifan
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AAAI2021/tex/appendix.tex
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...
@@ -49,19 +49,11 @@ of agent capacity for emerging a symbolic language with high compositionality. F
...
@@ -49,19 +49,11 @@ of agent capacity for emerging a symbolic language with high compositionality. F
the ratio of high compositional symbolic language in all emerged languages,
the ratio of high compositional symbolic language in all emerged languages,
Figure~
\ref
{
fig:exp2
}
(a) and (b) for
$
\mathit
{
MIS
}
>
0
.
99
$
and
$
\mathit
{
MIS
}
>
0
.
9
$
, respectively.
Figure~
\ref
{
fig:exp2
}
(a) and (b) for
$
\mathit
{
MIS
}
>
0
.
99
$
and
$
\mathit
{
MIS
}
>
0
.
9
$
, respectively.
Under these two supplementary configuration, we also find that the ratio of high compositional symbolic languages
Under these two supplementary configuration, we also find that the ratio of high compositional symbolic languages
decreases drastically with the increase of
$
h
_{
size
}$
, and such ratio would be closed to zero when agent capacity
decreases drastically with the increase of
$
h
_{
size
}$
, and
that
such ratio would be closed to zero when agent capacity
comes too large (i.e.,
$
h
_{
size
}
>
80
$
).
comes too large (i.e.,
$
h
_{
size
}
>
80
$
).
Notably, when
$
h
_{
size
}$
is large enough (e.g.,
$
>
40
$
), high compositional
symbolic language is hard to emerge in a natural referential game, for
easy-to-emerge low compositional symbolic language is sufficient in scenarios of
referential game.
On the other side, agents are enforced to use compositionality to express
more meanings, for the constraint from low capacity.
For these two supplementary sets of data, we also perform
$
\chi
^
2
$
test to check the statistical
Additionally, we also perform
$
\chi
^
2
$
test to check the statistical
significance between the high compositionality and agent
significance between the high compositionality and agent
capacity. Table~
\ref
{
tab:exp10
}
reports the
$
\chi
^
2
$
test results for
capacity. Table~
\ref
{
tab:exp10
}
reports the
$
\chi
^
2
$
test results for
$
\mathit
{
MIS
}
>
0
.
99
$
and
$
\mathit
{
MIS
}
>
0
.
9
$
, respectively. It can be observed that
$
\mathit
{
MIS
}
>
0
.
99
$
and
$
\mathit
{
MIS
}
>
0
.
9
$
, respectively. It can be observed that
...
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