Eh that is up for debate. If I dump a library of chemistry books and industry books on chemistry and volatile chemicals its distinctly possible the model could generate this data.
Not without some kind of understanding of the underlying principles. If you were testing something verifiable in code you might be able to test candidates at scale, but this involves a number of real-world processes which would be hard to tackle that way.