We're not doing a reminder but I don't think it would bother me if someone did. Honestly, though I have neer received a party reminder for anything, ever.
Did you ask people to RSVP? I don't think it hurts to send a simple reminder. Or if they are close friends maybe just text and ask if you'll be seeing them there?
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Re: Party reminder: yay or nay?