Consider the following training data

$(x_1=\left[\begin{array}{c}1\\ -1\end{array}\right],y_1=\left[\begin{array}{c}1\\ 0\end{array}\right]),(x_2=\left[\begin{array}{c}-1\\ 2\end{array}\right],y_2=\left[\begin{array}{c}0\\ 1\end{array}\right])$

and the neural network

$y=$Softmax$(\left[\begin{array}{cc}3& 1\\ 2& 2\end{array}\right]x)$

What is the cross$-$entropy loss? Use the natural logarithm $($ln$).$

$4$

$0\mathrm{.}18$

$8$

$0\mathrm{.}69$