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Right now, whether they are a QNAN or an SNAN depends on the architecture. Currently, they are an SNAN on MIPS (EDIT: r5 and older) at least, and a QNAN on most others.
It probably makes sense to offer consistent behavior here independently of whether LLVM preservers payloads, signaling/quietness, etc.