Yes, I see no reason why it cannot be used for women. "Today I am celibating my birthday" comes to mind (joke), but, no, there is no verb "celibate", so no "ing" form.
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GPY"Today I am celibating my birthday" comes to mind (joke),For me, it's no joke!
fatimah0786Can we also say,"She has become/turned celibate"?I prefer "become".