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In the following page of the doc :
http://contrib.scikit-learn.org/metric-learn/supervised.html#supervised-versions-of-weakly-supervised-algorithms
We should add a visible warning for users that supervised versions of weakly-supervised algorithms interpret the label -1 (which is commonly used in binary classification) as unlabeled.
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