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quartz comments on Needed: A large database of statements for true/false exercises - Less Wrong
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You could take a look at the 15 million statements in the database of the Never-Ending Language Learning project. The subset of beliefs for which human-supplied feedback exists and beliefs that have high-confidence truth values may be appropriate for your purpose.
Good Link. Wordnet is also the canonical language reference, but probably doesn't serve OP's purpose directly. If you start getting into these kind of graphs though, it's quite useful to move around with.