No. The estate tax doesn't start until the inheritance is over $12 million.
So they have to inherit a $12m estate before they're taxed, if it's less, no estate tax.
And they don't pay taxes on that $12m if they're over the $12m, only the amount that it's over that $12m. If it's worth $12,000,001, they pay taxes on only $1.