I forgot what study it was, but I believe Moderna had done a study on pregnant mice, showing that the vaccine (or at least components) were present in its children.

But while unsuccessfully looking for it, I found a news article about a baby gaining "antibodies" from its mother after the shot, so I assume it's the same thing.