Active Learning
From a 10-label seed, uncertainty sampling reached 0.5714 and random sampling 0.6418 on the same budget. It only won once the seed reached 400 in this experiment.
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Semi-Supervised and Active Learning
Unlabeled data is free; the assumption it comes with is not.