Synonyms for Celibate (same or very similar meaning)
WordNet sense 1 (abstaining from sexual intercourse):
continent
WordNet sense 2 (morally pure (especially not having experienced sexual intercourse)):
chaste
From the ODE community, based on WordNet
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