If you are in a conversation and they happen to pronounce a word incorrectly, do you correct them, or just let them continue to always say that word?

I would rather have someone correct me. I don't want to sound like a jerk if I don't have to.
If you are in a conversation and they happen to pronounce a word incorrectly, do you correct them, or just let them continue to always say that word?
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