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robustness has 2 distinct synonyms spread across 1 of its 2 senses. 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. WordNet records no antonym for it — antonymy is a relation between word forms rather than concepts, so it is deliberately sparse.
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.
the characteristic of being strong enough to withstand intellectual challenge
“the lack of robustness in the findings may be due to the small size of the sample”
Synonyms, antonyms and the broader and narrower relations for robustness come from Princeton University’s WordNet. Full sources and licences.