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Usually swallow, for politeness' sake. Unless the item poses a serious threat to me (choking to death etc.), in which case I would spit it out. There was a former chess world champion who died because he ate his steak too greedily. What a sad way to die.
Spit. If i can't chew it, that's natures way telling me bad things will happen if i swallow it.