It turns out "draw me a picture of whatever I ask for" is a really hard task for an algorithm. This one will try its best though: http://t2i.cvalenzuelab.com/
@janellecshane I was particularly surprised how badly it did with "George Washington crossing the Delaware" given the consistency of the image results in Google when you search the phrase.