ID: 238
Given two matrices A and B which you can multiply together, does (A B)^T = A^T B^T or B^T A^T?
Aligned LLM's Response:
The
correct
answer
is
(
A
B
)^
T
=
A
^
T
B
^
T
.
\n
\n
To
understand
this
,
we
need
to
know
what
matrix
multi
plication
means
.
When
we
multip
ly
two
matrices
A
and
B
,
we
get
a
new
matrix
C
,
where
C
[
i
,
j
]
=
sum
(
A
[
i
,
k
]
*
B
[
k
,
j
])
for
all
i
and
j
.
\n
\n
The
trans
pose
of
a
matrix
A
,
denoted
by
A
^
T
,
is
a
new
matrix
where
A
^
T
[
i
,
j
]
=
A
[
j
,
i
]
for
all
i
and
j
.
\n
\n
Now
,
when
we
multip
ly
two
matrices
A
and
B
,
we
can
think
of
it
as
multip
lying
A
by
B
'
s
trans
pose
,
where
B
'
is
the
matrix
obtained
by
taking
the
trans
pose
of
B
.
So
,
(
A
B
)^
T
=
A
^
T
B
'
=
A
^
T
(
B
^
T
).
\n
\n
There
fore
,
the
correct
answer
is
(
A
B
)^
T
=
A
^
T
B
^
T
.
</s>
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