Well a big part of detecting them is knowing what type of stuff trips them up. That's why I said even I made some years ago that fooled the average person, but they wouldn't have fooled anyone in a Turing Test... not even close.
It is important to realize that simulation is not the same as thinking they can get quite good a simulating. Thinking for themselves though is another story.