Let k be any global field of characteristic not 2. We construct a k-variety X such that X.k/ is empty, but for which the emptiness cannot be explained by the Brauer-Manin obstruction or even by the Brauer-Manin obstruction applied to finite tale covers.
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Bjorn Poonen (2010) studied this question.