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unsupervised has no recorded synonym. Each sense below keeps its own list, because a synonym belongs to a meaning and not to a word: swapping one sense's substitute into another sense's sentence is how a thesaurus makes writing worse. Its one recorded opposite is supervised.
Counts are distinct word forms across every sense. A synonym that appears under three senses is counted once here and shown three times below, under each sense it belongs to.
not supervised or under constant observation
“the school maintains unsupervised study halls during free periods”
Synonyms, antonyms and the broader and narrower relations for unsupervised come from Princeton University’s WordNet. Full sources and licences.